DSCI 614 Final Project¶

Rui Huang

You are a data scientist in healthcare. Your manager gives you two Coronavirus tweets datasets.

  • UserName
  • ScreenName
  • Location
  • TweetAt
  • OriginalTweet
  • Sentiment

Q1 Concatenate the following three columns into a new column of Tweet_texts:¶

  • Location
  • TweetAt
  • OriginalTweet
In [1]:
import pandas as pd

final_train = pd.read_csv('../datasets/Corona_NLP_train.csv', encoding='latin-1')

cols = ['Location', 'TweetAt', 'OriginalTweet']

# We need to fill NaN as empty string
final_train.Location = final_train.Location.fillna('')
final_train['Tweet_texts'] = final_train[cols].apply(lambda row: ' '.join(row.values.astype(str)), axis=1)
final_train.head(5)
Out[1]:
UserName ScreenName Location TweetAt OriginalTweet Sentiment Tweet_texts
0 3799 48751 London 16-03-2020 @MeNyrbie @Phil_Gahan @Chrisitv https://t.co/i... Neutral London 16-03-2020 @MeNyrbie @Phil_Gahan @Chris...
1 3800 48752 UK 16-03-2020 advice Talk to your neighbours family to excha... Positive UK 16-03-2020 advice Talk to your neighbours f...
2 3801 48753 Vagabonds 16-03-2020 Coronavirus Australia: Woolworths to give elde... Positive Vagabonds 16-03-2020 Coronavirus Australia: Wo...
3 3802 48754 16-03-2020 My food stock is not the only one which is emp... Positive 16-03-2020 My food stock is not the only one ...
4 3803 48755 16-03-2020 Me, ready to go at supermarket during the #COV... Extremely Negative 16-03-2020 Me, ready to go at supermarket dur...

Q2 Clean and preprocess the new column of Tweet_texts:¶

In [2]:
import re

text_array = []

final_sample = final_train.sample(frac=0.01, random_state=100)

for tweet in final_sample.Tweet_texts:
    text_array.append(tweet)
In [3]:
text_array[-10]
Out[3]:
"Atlanta, y'all 19-03-2020 Â\x93the food supply is sufficient.Â\x94 | #Coronavirus has thrown a wrench into the #food supply chain. Companies scramble to fill supermarket shelves as quickly as consumers empty them. Â\x93This is war.Â\x94 https://t.co/9ro9XWsSf3 via @WSJ #cre"
In [4]:
for index, text in enumerate(text_array):
    text_array[index] = re.sub(r'@(\w){1,15}(:)?', '', text)

text_array[-10]
Out[4]:
"Atlanta, y'all 19-03-2020 Â\x93the food supply is sufficient.Â\x94 | #Coronavirus has thrown a wrench into the #food supply chain. Companies scramble to fill supermarket shelves as quickly as consumers empty them. Â\x93This is war.Â\x94 https://t.co/9ro9XWsSf3 via  #cre"
In [5]:
for index, text in enumerate(text_array):
    text_array[index] = re.sub(r'[^\x00-\x7f]', r'', text)

text_array[-10]
Out[5]:
"Atlanta, y'all 19-03-2020 the food supply is sufficient. | #Coronavirus has thrown a wrench into the #food supply chain. Companies scramble to fill supermarket shelves as quickly as consumers empty them. This is war. https://t.co/9ro9XWsSf3 via  #cre"
In [6]:
for index, text in enumerate(text_array):
    text_array[index] = re.sub('https?:\/\/(?:www\.|(?!www))[a-zA-Z0-9]+\.[^\s]{2,}', '', text)

text_array[-10]
Out[6]:
"Atlanta, y'all 19-03-2020 the food supply is sufficient. | #Coronavirus has thrown a wrench into the #food supply chain. Companies scramble to fill supermarket shelves as quickly as consumers empty them. This is war.  via  #cre"
In [7]:
for index, text in enumerate(text_array):
    text_array[index] = re.sub(r'[0-9]{2}-[0-9]{2}-[0-9]{4}', '', text)

text_array[-10]
Out[7]:
"Atlanta, y'all  the food supply is sufficient. | #Coronavirus has thrown a wrench into the #food supply chain. Companies scramble to fill supermarket shelves as quickly as consumers empty them. This is war.  via  #cre"
In [8]:
for index, text in enumerate(text_array):
    text_array[index] = re.sub('\#', '', text)

text_array[-10]
Out[8]:
"Atlanta, y'all  the food supply is sufficient. | Coronavirus has thrown a wrench into the food supply chain. Companies scramble to fill supermarket shelves as quickly as consumers empty them. This is war.  via  cre"
In [9]:
for index, text in enumerate(text_array):
    text_array[index] = re.sub("'", '', text)

text_array[-10]
Out[9]:
'Atlanta, yall  the food supply is sufficient. | Coronavirus has thrown a wrench into the food supply chain. Companies scramble to fill supermarket shelves as quickly as consumers empty them. This is war.  via  cre'
In [10]:
for index, text in enumerate(text_array):
    text_array[index] = re.sub('\W+', ' ', text)

text_array[-10]
Out[10]:
'Atlanta yall the food supply is sufficient Coronavirus has thrown a wrench into the food supply chain Companies scramble to fill supermarket shelves as quickly as consumers empty them This is war via cre'
In [11]:
for index, text in enumerate(text_array):
    text_array[index] = re.sub(r'\b[a-zA-Z]{1,2}\b', '', text)

text_array[-10]
Out[11]:
'Atlanta yall the food supply  sufficient Coronavirus has thrown  wrench into the food supply chain Companies scramble  fill supermarket shelves  quickly  consumers empty them This  war via cre'
In [12]:
for index, text in enumerate(text_array):
    text_array[index] = re.sub('\W+', ' ', text)

text_array[-10]
Out[12]:
'Atlanta yall the food supply sufficient Coronavirus has thrown wrench into the food supply chain Companies scramble fill supermarket shelves quickly consumers empty them This war via cre'
In [13]:
for text in text_array:
    if text == '':
        text_array.remove(text)
        
len(text_array)
Out[13]:
412
In [14]:
import spacy

from nltk.tokenize import word_tokenize

nlp = spacy.load('en_core_web_sm')

all_stopwords = nlp.Defaults.stop_words

all_words = ' '.join(text_array)

text_tokens = word_tokenize(all_words)

tokens_without_sw = [word for word in text_tokens if not word in all_stopwords]

all_text = ' '.join(tokens_without_sw)

nlp.max_length = 10000000
doc = nlp(all_text)
In [15]:
Q2_df = pd.DataFrame(columns = ["text", "Lemma", "Pos", "Tag", "Dep", "Shape", "Is alpha", "Is stop"])

for token in doc:
    Q2_df.loc[-1] = [token.text, token.lemma_, token.pos_, token.tag_, token.dep_, token.shape_, token.is_alpha, token.is_stop]
    Q2_df.index = Q2_df.index + 1

Q2_df.head()
Out[15]:
text Lemma Pos Tag Dep Shape Is alpha Is stop
7920 pause pause NOUN NN nmod xxxx True False
7919 economic economic ADJ JJ amod xxxx True False
7918 activity activity NOUN NN compound xxxx True False
7917 dent dent NOUN NN compound xxxx True False
7916 rubber rubber NOUN NN compound xxxx True False
In [16]:
from spacy import displacy

options = { "compact": True, "color": "white", "bg": "#09a3d5", "font": "Source Sans Pro" }

displacy.render(doc, style="dep", options=options, jupyter=True)
pause NOUN economic ADJ activity NOUN dent NOUN rubber NOUN prices NOUN Canada PROPN Remember VERB thank VERB working VERB essential ADJ services NOUN responders VERB grocery NOUN store NOUN pharmacy NOUN staff NOUN taxi NOUN bus NOUN drivers NOUN police NOUN officer NOUN firefighter NOUN utility NOUN worker NOUN Thank VERB You PRON covid19 NOUN coronavirus NOUN USA PROPN You PRON did AUX nt PART read VERB post VERB carefully ADV The DET COVID PROPN 19 NUM impacts NOUN real ADJ But CCONJ drop VERB stock NOUN prices NOUN does AUX nt PART necessarily ADV translate VERB drop NOUN demand NOUN majority NOUN everyday ADJ buyers NOUN Why ADV you PRON re AUX talking VERB Cannes PROPN France PROPN Covid PROPN 19 NUM Blackstone PROPN buys VERB logistics NOUN assets NOUN demand VERB soars NOUN online ADV shopping NOUN health NOUN crisis NOUN Sheds PROPN rainbow PROPN curved VERB air NOUN kiev NOUN Hey INTJ love NOUN talk NOUN workers NOUN Workers PROPN fill VERB form NOUN Austin PROPN Texas PROPN lot NOUN stores NOUN closed VERB coronavirus NOUN you PRON re VERB online ADJ shopping NOUN do AUX nt PART forget VERB research NOUN you PRON re AUX buying VERB Try NOUN purchase NOUN brands NOUN making VERB environmentally ADV friendly ADJ decisions NOUN sustainabilitytips VERB Sustainability PROPN onlineshopping PROPN Republic PROPN Philippines PROPN support VERB government NOUN efforts NOUN fight NOUN spread VERB COVID PROPN 19 NUM City PROPN Paranaque PROPN closed VERB notice NOUN However ADV Supermarket PROPN Watsons PROPN BDO PROPN Carpark PROPN remain VERB open ADJ let AUX fight VERB COVID PROPN 19 NUM London PROPN First ADJ time NOUN supermarket NOUN 10 NUM days NOUN shelves NOUN like ADP CoronaCrisis PROPN Nagpur PROPN India PROPN Why ADV Government PROPN transmitting VERB benefits NOUN fall VERB Cruds NOUN oil NOUN prices NOUN mean VERB big ADJ slash NOUN atleast NOUN bring VERB like ADP petrol NOUN prices NOUN 60 NUM litre NOUN crudeoil NOUN PetrolPrice PROPN coronavirusindia PROPN COVID2019 PROPN probably ADV local ADJ lately ADV wondered VERB What PRON happened VERB sign NOUN The DET End NOUN The DET taken VERB lives NOUN caused VERB lose VERB PRESENTED VERB Living PROPN Waters PROPN Wellington PROPN New PROPN Zealand PROPN Heres PROPN info NOUN bank NOUN help NOUN Covid PROPN 19 NUM Fremont PROPN childhood NOUN friend NOUN says VERB Vermonters NOUN panic NOUN buying VERB food NOUN guns NOUN ammo VERB Now ADV there PRON s VERB barometer NOUN showing VERB high ADJ pressure NOUN coronavirus NOUN When ADV actually ADV score VERB grocery NOUN store NOUN Covid_19 PROPN SocialDistancing PROPN SundayMotivation PROPN Los PROPN Angeles PROPN London PROPN Advertising PROPN Agencies PROPN need VERB message NOUN There ADV plenty ADJ food NOUN Stop VERB panic NOUN GLIUMEDIA PROPN Westport PROPN New PROPN York PROPN What PRON brands VERB Amazon PROPN expect VERB right INTJ Our PRON Marketplace PROPN Strategy PROPN Rina PROPN Yashayeva PROPN describes VERB consumer NOUN search NOUN behavior NOUN changed VERB Amazon PROPN reacting VERB COVID PROPN 19 NUM Amazon PROPN COVID19 NUM CAN AUX AFRICA PROPN WORK VERB LINE PROPN new ADJ survey NOUN shows VERB 80 NUM people NOUN asked VERB work NOUN home NOUN Covid PROPN 19 NUM productive ADJ They PRON spending VERB time NOUN social ADJ media NOUN entertainment NOUN shopping NOUN working VERB Africa PROPN ready ADJ work NOUN online NOUN Liverpool PROPN England PROPN work NOUN supermarket NOUN Wednesday PROPN ANYONE PRON shopping NOUN essentials VERB trolleys NOUN getting VERB punch VERB throat NOUN COVIDIDIOTS NOUN CoronavirusUK PROPN CoronavirusBillUK PROPN Coronavirus PROPN UKlockdown PROPN UKLockedDown PROPN CornavirusOutbreak PROPN Moscow PROPN Coronavirus PROPN is AUX nt PART wreaking VERB havoc NOUN health NOUN poised VERB feed NOUN Middle PROPN East PROPN unrest NOUN possibly ADV terrorism NOUN Experts NOUN agree VERB punch VERB COVID19 NUM resulting VERB lower ADJ oil NOUN prices NOUN exacerbate VERB problems NOUN Iran PROPN Iraq PROPN Havant PROPN Constituency PROPN 3rd ADJ parties NOUN pushing VERB price NOUN ffp2 NOUN masks VERB 5x NUM people NOUN need VERB This DET criminal ADJ offense NOUN codice NOUN penale PROPN art PROPN 501bis NUM decent ADJ human ADJ beings NOUN prices NOUN moderated VERB update NOUN yesterday NOUN base NOUN rent NOUN Malaysia PROPN Singapore PROPN walking VERB supermarket NOUN food NOUN run NOUN thinking NOUN prolong VERB sweet ADJ ecstacy NOUN browsing VERB aisles NOUN watching VERB humans NOUN afar ADV like ADP zoo NOUN SocialDistancing PROPN Covid_19 PROPN Barcelona PROPN Home PROPN supermarket NOUN 116mx2 NUM Nobody PRON street NOUN Goooo PROPN power NOUN live VERB life NOUN covid NOUN 19 NUM coronavirus NOUN alltogether PROPN barcelona PROPN santpau NOUN gaudi PROPN Berkeley PROPN The DET biggest ADJ airlines NOUN spent VERB 96 NUM free ADJ cash NOUN flow NOUN decade NOUN buy VERB shares NOUN stock NOUN order NOUN boost VERB executive ADJ bonuses NOUN wealthy ADJ investors NOUN Now ADV expect VERB taxpayers NOUN bail VERB tune NOUN 50 NUM billion NUM Its PRON old ADJ story NOUN London PROPN coronavirus NOUN pushes VERB carbon NOUN price NOUN 16 NUM month NOUN low ADJ Naivas PROPN Supermarket PROPN rewards VERB Baringo PROPN Commander PROPN Ibrahim PROPN Abajila PROPN officer NOUN Amina PROPN Mutio PROPN Ramadhan PROPN sets VERB gift NOUN vouchers NOUN exemplary ADJ service NOUN enforcement NOUN curfew NOUN extends VERB temporary ADJ store NOUN closures NOUN furloughs VERB workforce VERB retail ADJ steinmart NOUN coronavirus NOUN housewares NOUN homeworld VERB you PRON re AUX telling VERB work NOUN supermarket NOUN putting VERB literal ADJ fucking ADJ life NOUN line NOUN doctor NOUN nurse NOUN covid VERB 19 NUM shit NOUN right ADJ minimum ADJ wage NOUN What PRON kind NOUN fuckery NOUN Mxico PROPN Cattle PROPN gridlock NOUN border NOUN delays NOUN add VERB coronavirus NOUN strain NOUN meat NOUN trade NOUN Washington PROPN China PROPN showing VERB signs NOUN recovery NOUN However ADV recent ADJ QuickTake PROPN pointed VERB recovery NOUN hampered VERB shutdown NOUN business NOUN travel NOUN events NOUN slowing VERB consumer NOUN demand NOUN internationally ADV virus NOUN hits VERB rest NOUN world NOUN covid_19 PROPN Canada PROPN Key PROPN Food PROPN Prices PROPN Are AUX Surging VERB After ADP Virus PROPN Upends PROPN Supply PROPN Chains PROPN USA PROPN Australia PROPN Subsistence PROPN miners NOUN lose VERB CoronaVirus PROPN crushes VERB local ADJ gold NOUN prices NOUN think VERB 28 NUM Days NOUN Later ADJ scene NOUN supermarket NOUN shelves NOUN nicely ADV stacked VERB coronavirus NOUN Earth PROPN working VERB till SCONJ Friday PROPN teaching NOUN online ADV Then ADV spend VERB time NOUN sister NOUN grocery NOUN store NOUN Covid_19 PROPN coronavirus NOUN Quarantine PROPN grocery NOUN store NOUN chains VERB food NOUN companies NOUN audit VERB products NOUN stock NOUN sell NOUN folks NOUN leaving VERB products NOUN shelf NOUN time NOUN like ADP food NOUN industry NOUN probably ADV is AUX nt AUX calling VERB coronavirus NOUN MENA PROPN Perceived PROPN danger NOUN covid19 ADJ high ADJ UAE PROPN downplayed VERB slightly ADV youth NOUN westerners NOUN The DET majority NOUN feel VERB state NOUN coronavirus NOUN crisis NOUN concern NOUN higher ADJ youth NOUN locals NOUN Download PROPN report VERB Minas PROPN Tirith PROPN Interspar PROPN local ADJ supermarket NOUN asking VERB customers NOUN limit VERB purchases NOUN 5 NUM kg NOUN 10 NUM pieces NOUN item NOUN Bangalore PROPN INDIA PROPN Consumers NOUN needs VERB different ADJ stakeholders NOUN Covid PROPN 19 NUM crisis NOUN wonder VERB similar ADJ different ADJ needs NOUN Indian PROPN Healthcare PROPN Consumer NOUN context NOUN Tesco PROPN latest ADJ supermarket NOUN create VERB jobs NOUN meet VERB surge NOUN coronavirus PROPN COVID19 NUM COVID PROPN 19 NUM Covid_19 PROPN corona NOUN CoronavirusOutbreak PROPN prepper NOUN survival NOUN bushcraft NOUN follow NOUN Huntington PROPN Beach PROPN Due PROPN Covid PROPN 19 NUM Virus PROPN BASEBALL PROPN CARDS PROPN PLUS PROPN retail ADJ location NOUN close ADJ 2 NUM weeks NOUN SUPPORT NOUN effort NOUN wipe NOUN faster ADV taking VERB store NOUN phone NOUN orders NOUN shipped VERB FREE ADJ period NOUN Plus PROPN Ebay PROPN Store PROPN offering NOUN day NOUN service NOUN Londonderry PROPN Northern PROPN Ireland PROPN THE DET MARXIST ADJ NANNYSTATE ADJ Police PROPN Officer PROPN Orders PROPN Family PROPN Back ADV Inside ADV For ADP Playing VERB Their PRON Yard PROPN Others PROPN PROWL PROPN Supermarket PROPN Aisles PROPN Looking VERB For ADP Shoppers PROPN Buying PROPN Non PROPN Essential PROPN Items PROPN CommonPurpose PROPN Soros PROPN Rothschild PROPN coronavirus NOUN HappyEaster PROPN Wichita PROPN Kansas PROPN Meitzner PROPN says VERB Sedgwick PROPN legal ADJ department NOUN working VERB grocery NOUN stores NOUN possible ADJ designated VERB shopping NOUN hours NOUN vulnerable ADJ populations NOUN ensuring VERB there PRON s VERB hand NOUN sanitizer NOUN etc X employees NOUN kakenews PROPN coronavirus PROPN covid19 PROPN New PROPN Jersey PROPN USA PROPN week NOUN important ADJ stay NOUN home ADV Birx PROPN said VERB skip VERB drug NOUN store NOUN grocery NOUN Covid_19 PROPN COVID19 NUM abc7ny NOUN ABCNews PROPN CoronaCrisis PROPN Covid_19 PROPN weird ADJ eerie ADJ scene NOUN England PROPN Deserted PROPN streets VERB buses NOUN lots NOUN seats VERB trains VERB bare ADJ supermarket NOUN shelves VERB shuttered ADJ shops NOUN Even ADV Jacket NOUN potato NOUN stall NOUN shut VERB people NOUN walking VERB clutching VERB shopping NOUN bags NOUN unusual ADJ items NOUN Dublin PROPN holidaytrip NOUN months NOUN Should AUX cancel VERB cancel VERB late ADJ pay VERB higher ADJ fees NOUN Know VERB consumerrights NOUN airtravel VERB seatravel NOUN amp NOUN packageholidays NOUN COVID2019IRELAND VERB Irishconsumers NOUN Hoboken PROPN Over ADP week NOUN span VERB 25 NUM 000 NUM meals NOUN distributed VERB volunteers NOUN nearly ADV 600 NUM Hoboken PROPN seniors NOUN help VERB indoors NOUN reduce VERB trips NOUN outside ADP home NOUN coming VERB protect ADJ Hobokens PROPN vulnerable ADJ population NOUN COVID PROPN 19 NUM remain VERB HobokenStrong PROPN Day PROPN 7 NUM isolation NOUN Supermarket PROPN shelves VERB Its PRON time NOUN FAST ADJ FOOD NOUN ChinaVirus PROPN coronavirus NOUN isolationandchill NOUN England PROPN United PROPN Kingdom PROPN Coronavirus PROPN Economics PROPN Hiding VERB Behind ADP The DET CoronaVirus PROPN veil NOUN The DET Massive PROPN Preparation PROPN shadows VERB The DET New PROPN Currency PROPN Shock PROPN Digital PROPN Dollar PROPN Proposals PROPN Set PROPN Bitcoin PROPN And CCONJ Crypto PROPN Prices PROPN Alight PROPN Singapore PROPN Lock PROPN Freeze PROPN bills NOUN rents VERB mortgages NOUN Give VERB 1000 NUM month NOUN months NOUN 60bil NOUN Continue VERB food NOUN supply NOUN chains NOUN army NOUN reservists NOUN volunteers NOUN deliver VERB online ADJ food NOUN orders NOUN Woolworths PROPN Coles PROPN etc X national ADJ operation NOUN Coronaaustralia PROPN Boston PROPN Who PRON list VERB emergency NOUN workers NOUN days NOUN coronavirus PROPN health NOUN crisis NOUN Did AUX remember VERB add VERB grocery NOUN store NOUN workers NOUN COVID19 NUM coronavirus NOUN Singapore PROPN COVID PROPN 19 NUM limited ADJ shopping NOUN brick NOUN mortar NOUN stores NOUN online ADJ shopping NOUN story NOUN unexpected ADJ catalyst NOUN tech NOUN adoption NOUN Atlanta PROPN sorry ADJ inconvenience NOUN You PRON minimize VERB impact NOUN COVID PROPN 19 NUM credit NOUN Talking VERB lenders NOUN creditors NOUN Paying VERB Staying PROPN date NOUN credit NOUN reports NOUN Considering VERB adding VERB consumer NOUN state NOUN New PROPN York PROPN The DET best ADJ credit NOUN cards NOUN maximizing VERB purchases NOUN grocery NOUN store NOUN Covid PROPN 19 NUM Lockdown PROPN Know VERB Your PRON Online PROPN Grocery PROPN Shopping PROPN Options PROPN Manchester PROPN great ADJ news NOUN isolation NOUN supermarket NOUN deliver VERB food NOUN week NOUN Some ADV 3 NUM weeks NOUN And CCONJ people NOUN should AUX nt PART stock VERB glad ADJ support NOUN friends NOUN family NOUN scary ADJ did AUX nt AUX cfprobs VERB isolation NOUN coronavirus NOUN London PROPN New ADJ announcements NOUN running VERB tube NOUN stations NOUN All DET TfL ADJ services NOUN solely ADV focussed VERB ensuring VERB critical ADJ workers NOUN needed VERB You PRON public ADJ transport NOUN travelling VERB essential ADJ journeys NOUN StaySafeStayHome VERB The DET pandemic ADJ impact NOUN cruise NOUN operators NOUN department NOUN store NOUN chains NOUN pulled VERB amp NOUN 500 NUM Consumer PROPN Discretionary ADJ index NOUN March PROPN The DET amp NOUN 500 NUM Consumer PROPN Discretionary PROPN index NOUN fell VERB 13 NUM 2 NUM month NOUN Tampa PROPN Coronavirus PROPN Business PROPN Impact PROPN 2020 NUM Get VERB recent ADJ reports NOUN retail ADJ store NOUN closures NOUN convenient ADJ interactive ADJ map NOUN powered ADJ CSG PROPN Locus PROPN 39 NUM 924362 NUM 85 NUM 959195 NUM Connect PROPN live VERB consumer NOUN panel NOUN lunch NOUN today NOUN questions NOUN answered VERB what PRON s AUX going VERB consumers NOUN right ADV MRX PROPN Webinar PROPN Coronavirus PROPN Shops PROPN need AUX hold VERB basic ADJ stock NOUN reserve NOUN emergency NOUN workers NOUN Its PRON fair ADJ Tucson PROPN People PROPN Tucson PROPN apparently ADV desperate ADJ ToiletPaper PROPN They PRON stay VERB home NOUN amp ADJ order NOUN online NOUN Coronavirus PROPN COVID19 NUM place NOUN higher ADJ prices NOUN pickup NOUN volatility NOUN ahead ADV 2020 NUM halving VERB pandemic ADJ threatens VERB disrupt AUX cross PROPN continental ADJ BTC PROPN mining NOUN operations NOUN Get VERB market NOUN update NOUN The DET The DET Local ADJ Australian ADJ supermarket NOUN yesterday NOUN Vitamins NOUN amp VERB health NOUN food NOUN fully ADV stocked VERB paper NOUN products NOUN Even ADV paper NOUN plates NOUN gone VERB Covid_19 PROPN panicdemic ADJ Texas PROPN USA PROPN Why ADV need AUX Don PROPN know VERB people NOUN wipe VERB butts NOUN Toilet PROPN paper NOUN Chan PROPN deliver VERB divine ADJ justice NOUN greedy ADJ Forbidden ADJ 3rd ADJ floor NOUN corridor ADJ expiration NOUN use VERB masks NOUN How ADV sanitize AUX mask VERB everybody PRON city NOUN bought VERB hand NOUN sanitizer NOUN Lysol PROPN Will AUX bleach VERB deteriorate VERB fibers NOUN COVID2019 PROPN coronavirus NOUN Pantopia PROPN You PRON kind ADV thanks VERB working VERB line NOUN trashmen NOUN postwoman NOUN delivery NOUN people NOUN truckers VERB supermarket NOUN employees NOUN pharmacists VERB doctors NOUN nurses NOUN keeping VERB world NOUN going VERB 19 NUM South PROPN Carolina PROPN USA PROPN officially ADV shelter VERB order NOUN Days NOUN blurring VERB week NOUN forever ADV thought VERB going VERB grocery NOUN store NOUN causes VERB anxiety NOUN What PRON crazy ADJ time NOUN QuarantineLife PROPN coronavirus PROPN StayHome PROPN WhatDayIsIt PROPN Lindenhurst PROPN USA PROPN Going PROPN vote NOUN grocery NOUN store NOUN Wish NOUN luck NOUN IllinoisPrimary PROPN COVID2019 PROPN needfood NOUN VoteBlue2020 NOUN Washington PROPN There PRON case NOUN mandating VERB higher ADJ prices NOUN incentivize VERB greater ADJ COVID PROPN 19 NUM testing NOUN CARES PROPN Act PROPN provision NOUN poorly ADV targeted VERB amp ADJ inefficient ADJ purpose NOUN Could AUX windfall VERB unscrupulous ADJ actors NOUN United PROPN Kingdom PROPN Solutions PROPN COVID19 NOUN supermarket NOUN supply NOUN problems VERB PMG PROPN Tumbling PROPN gas NOUN prices NOUN Parkmead PROPN red ADJ PMG PROPN OOTT PROPN coronavirus NOUN PMG PROPN New PROPN York PROPN Experts PROPN infectious ADJ diseases NOUN virology NOUN foodsafety NOUN share NOUN tips VERB stock NOUN food NOUN toiletries NOUN picking VERB coronavirus NOUN COVID19 NUM GroceryShoppingTips NOUN Melbourne PROPN Victoria PROPN What PRON exciting ADJ joining VERB trip NOUN SUPERMARKET VERB new ADJ little ADJ series NOUN calling VERB CovidCam PROPN could AUX nt PART think VERB better ADJ Corona PROPN Cam PROPN 1 NUM Trip PROPN Supermarket PROPN coronavirus NOUN personally ADV like ADP THANK VERB YOU PRON community NOUN members NOUN working VERB lines NOUN Doctors PROPN Nurses PROPN medical ADJ personnel NOUN grocery NOUN store NOUN employees NOUN service VERB people NOUN working VERB shit NOUN lives VERB functional ADJ COVID19 NUM CoronaCrisis PROPN Georgia PROPN TrumpVirusCoverup PROPN mondaythoughts NOUN BlackLivesMatter PROPN SocialDistancing PROPN TrumpPressConf PROPN StayAtHome ADJ COVID19 NUM Report NOUN morning NOUN People NOUN home NOUN shopping NOUN online NOUN Guess PROPN bought VERB stock NOUN Amazon PROPN CoronavirusUSA PROPN Pelosi PROPN DearneValley PROPN Yorkshire PROPN Just ADV supermarket NOUN bought VERB things NOUN need VERB immediate ADJ use NOUN plus CCONJ couple NOUN things NOUN 90 NUM year NOUN old ADJ surprised VERB clearly ADV Over ADP 70 NUM year NOUN olds NOUN shopping VERB crowded VERB aisles NOUN COVID2019 PROPN Houston PROPN COVID PROPN 19 NUM wo AUX nt PART similar ADJ Great ADJ Recession NOUN unemployment NOUN amp NOUN stays VERB EOD PROPN gov PROPN steps NOUN consumer NOUN amp NOUN business NOUN people NOUN income VERB necessary ADJ curb NOUN activity NOUN beat VERB COVID PROPN 19 NUM temp NOUN GDP PROPN retraction NOUN should AUX nt PART surprise VERB Peterborough PROPN England PROPN Peterboroughs PROPN police NOUN chief NOUN praised VERB food NOUN shop NOUN staff NOUN promised VERB support NOUN challenging ADJ times NOUN coronavirus NOUN Arizona PROPN wan X na PART send VERB nude ADJ working VERB line NOUN right ADV appreciate VERB Retweet PROPN tag NOUN working VERB right ADJ grocery NOUN store NOUN workers NOUN police VERB doctors NOUN nurses VERB coronavirus NOUN HealthcareHeroes PROPN coronavirus PROPN OvercomeCOVID19 PROPN Hope NOUN people NOUN inflating VERB prices NOUN face VERB masks NOUN hand NOUN sanitizers NOUN suffer VERB special ADJ kind NOUN suffering VERB Covid19InSA NOUN Covid19SA NOUN Covid_19 PROPN CoronavirusInSouthAfrica NUM CoronaVirusSA PROPN Dubai PROPN Considering PROPN COVID PROPN 19 NUM pandemic ADJ revised VERB prices NOUN best ADJ suite ADJ clients NOUN needs VERB promote VERB products NOUN services NOUN marketing NOUN advertising NOUN activity NOUN interrupted VERB England PROPN United PROPN Kingdom PROPN ageuk VERB StayAwareStaySafe NUM coronavirus NOUN lockdownuk NOUN Isolation PROPN elderly ADJ neighbour NOUN Who PRON self NOUN isolating AUX called VERB ask NOUN couple NOUN bits NOUN supermarket NOUN neighbour NOUN informed VERB filled VERB government NOUN online ADJ form NOUN have AUX nt PART heard VERB Michigan PROPN USA PROPN Trying PROPN find VERB senior ADJ parents NOUN toilet NOUN parents NOUN like INTJ think VERB cart NOUN sorry ADJ stock NOUN Hoarders PROPN toiletpaperhoarders NOUN overbuying VERB coronavirus NOUN toiletpaper VERB ToiletPaperApocalypse PROPN New PROPN York PROPN City PROPN Demand PROPN wo AUX nt PART disappear VERB QSR PROPN drive NOUN curb NOUN pick VERB superior ADJ solution NOUN delivery NOUN apps VERB dent ADJ margins NOUN From ADP QSR PROPN Magazine PROPN London PROPN Covid19 PROPN dramatic ADJ long ADJ term NOUN impact NOUN consumer NOUN shopping NOUN habits NOUN speeding VERB shift NOUN online ADV retail ADJ new ADJ study NOUN suggests VERB Read PROPN wonder VERB there PRON s AUX going VERB High PROPN Street PROPN boom NOUN Covid_19 PROPN coronavirus NOUN shutdowns NOUN world NOUN maybe ADV people NOUN want VERB local ADJ High PROPN Street PROPN staying NOUN indoors NOUN online ADV shopping NOUN Just ADV thought VERB India PROPN Alarming PROPN informative ADJ video NOUN watch NOUN How ADV particles NOUN single ADJ cough NOUN remain VERB air NOUN spread VERB indoor ADJ environments NOUN like ADP Please INTJ Retweet VERB help VERB stop VERB spread VERB save VERB lives NOUN Rehoboth PROPN Beach PROPN SUPPORTLOCAL PROPN Shopping PROPN Delawares PROPN local ADJ retailers NOUN boutiques VERB restaurants NOUN breweries NOUN easier ADJ online ADV ordering VERB direct ADJ shopping NOUN curbside ADJ pickup NOUN View PROPN states VERB products NOUN COVID PROPN 19 NUM updates NOUN page NOUN Austin PROPN Mexico PROPN City PROPN announced VERB longer ADJ consumer NOUN demand NOUN sticks NOUN From ADP manufacturing NOUN farming NOUN mom NOUN pop VERB Main PROPN Street PROPN businesses NOUN Iowa PROPN rural ADJ economy NOUN faces VERB widespread ADJ challenges NOUN battles NOUN coronavirus NOUN crisis NOUN Iqtisadis PROPN survey NOUN Damascus PROPN markets NOUN notes VERB large ADJ jumps VERB food NOUN prices NOUN March PROPN heightened VERB demand NOUN following VERB fears NOUN COVID PROPN 19 NUM spread NOUN including VERB 75 NUM jump NOUN price NOUN flour NOUN Its PRON complete ADJ panic NOUN amp PROPN havoc NOUN resulted VERB increase VERB essential ADJ food NOUN prices NOUN Request NOUN kindly ADV advice NOUN instruct NOUN Govt PROPN ensure VERB support NOUN smooth ADJ movement NOUN essential ADJ services NOUN control VERB food NOUN prices NOUN Regards VERB Amitav PROPN Roy PROPN CoronavirusLockdown PROPN COVID2019 PROPN Worcestershire PROPN Those DET local ADJ shops NOUN charging VERB 10 NUM toilet NOUN roll NOUN 7 NUM 99 NUM hand NOUN sanitiser NOUN inflated VERB prices NOUN basic ADJ essentials NOUN remember VERB coronavirus NOUN wo AUX nt VERB forever ADV you PRON ll AUX need VERB customers NOUN soon ADV going VERB Do AUX nt PART come VERB bowl NOUN hand NOUN begging VERB wankers NOUN need AUX hit VERB Resident PROPN Evil PROPN 4 NUM Merchant PROPN toilet NOUN paper NOUN toiletpapercrisis NOUN toiletpaper NOUN toiletpapermeme NOUN toiletpaperchallenge NOUN toilet NOUN residentevil4 PROPN coronavrus NOUN coronavirusmemes VERB coronavirus PROPN coronaviruspandemic 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PROPN Ontario PROPN Cash PROPN Carry PROPN remain VERB closed ADJ online ADJ shopping NOUN 24 NUM 7 NUM work NOUN home NOUN email NOUN questions NOUN coronavirus NOUN covid19 PROPN quarantine NOUN isolated VERB stayhome NOUN stayhealthy ADJ staysafe ADJ hopetoseeyousoon NOUN Barrie PROPN Ontario PROPN recently ADV fielded VERB study NOUN leisure NOUN travelers NOUN perceptions NOUN related VERB travel NOUN current ADJ global ADJ pandemic ADJ Check PROPN results VERB latest ADJ blog NOUN Stone PROPN Staffordshire PROPN They PRON said VERB going VERB supermarket NOUN wearing VERB mask NOUN gloves NOUN fine ADJ They PRON lied VERB Everyone PRON wearing VERB clothes NOUN Covid_19 PROPN CoronaCrisis PROPN coronavirusuk X Local ADJ food NOUN banks NOUN struggling VERB increasing VERB demand NOUN food NOUN insecure NOUN Nebraskans PROPN COVID PROPN 19 NUM pandemic ADJ Denver PROPN Colo PROPN thankful ADJ medical ADJ professionals NOUN responders VERB But CCONJ days NOUN COVID PROPN 19 NUM thankful ADJ men NOUN women NOUN drive VERB long ADJ haul PROPN trucks PROPN stock NOUN grocery NOUN shelves NOUN grow VERB food NOUN power NOUN homes NOUN lives VERB Thank VERB essential ADJ workers NOUN Italy PROPN lockdown NOUN extended VERB May PROPN 3 NUM Anyone PRON thinking VERB lockdown NOUN ends VERB May PROPN 1 NUM I PRON ve AUX got VERB bridge NOUN sell VERB Clitheroe PROPN England PROPN Anyone PRON looking VERB remote ADJ video NOUN editor NOUN hit VERB discuss NOUN prices NOUN coronavirusUK PROPN covid19UK NOUN coronavirus NOUN videoeditor NOUN videoediting VERB London PROPN Were AUX calling VERB declare VERB food NOUN manufacturing NOUN staff NOUN Key PROPN Workers PROPN help VERB industry NOUN maintain VERB food NOUN supplies NOUN particularly ADV schools NOUN shut VERB prompting VERB higher ADJ demand NOUN shoppers NOUN Salford PROPN took VERB photo NOUN plenty ADJ bread NOUN local ADJ supermarket NOUN panickbuying VERB pandemic ADJ ChinaLiedPeopleDied ADJ coronavirus NOUN CoronaVirusUpdate PROPN CoronaInPakistan PROPN ThursdayMotivation PROPN coronavirusindia NOUN covid19UK X FightCOVID19 X workingfromhome ADJ World PROPN From ADP making VERB hand NOUN sanitizer NOUN donating VERB non ADJ profit NOUN organizations NOUN Over ADP 50 NUM Beauty NOUN brands NOUN Are AUX Supporting VERB coronavirus NOUN Relief PROPN Efforts PROPN periphery NOUN periphery NOUN The DET collective ADJ response NOUN pandemic ADJ panic NOUN buying NOUN grocery NOUN stores NOUN restaurant NOUN closures NOUN bound VERB inflate NOUN food NOUN waste NOUN food NOUN loss NOUN experts NOUN time NOUN food NOUN insecurity NOUN rise VERB France PROPN Coherent ADJ overview NOUN effects NOUN oil NOUN price NOUN slump NOUN amp NOUN Riverside PROPN Grocery PROPN store NOUN employees NOUN ask VERB toilet NOUN paper NOUN United PROPN Kingdom PROPN consumer NOUN survey NOUN undertaken VERB Brightfield PROPN found VERB 39 NUM people NOUN indicated VERB expected VERB use NOUN CBD PROPN Covid19 PROPN crisis NOUN Louth PROPN Ireland PROPN Just ADV heard VERB Michael PROPN Bolton PROPN wireless NOUN far ADV biggest ADJ positive ADJ crisis NOUN far ADV pipping VERB huge ADJ reduction NOUN fuel NOUN prices NOUN post VERB Covid_19 PROPN Oklahoma PROPN COVID PROPN 19 NUM wrecked VERB economies NOUN countries NOUN Manufacturers PROPN waiting VERB result NOUN steel NOUN prices NOUN remain VERB stable ADJ time NOUN 65 NUM Maple PROPN Ave PROPN Florida PROPN 10921 NUM CDC PROPN APPROVED PROPN USED PROPN HOSPITALS NOUN KILLS NOUN VIRUSES NOUN amp VERB Have AUX Presenting PROPN ROE PROPN 845 NUM 651 NUM 4025 NUM Call PROPN Pay PROPN Pull PROPN amp NOUN HudsonValley PROPN OrangeCounty PROPN WarwickNY PROPN FloridaNY INTJ COVID19Pandemic ADJ coronavirus NOUN GoshenNY PROPN accessibility NOUN justice NOUN hugs NOUN hope VERB Does AUX neuropathy ADV know VERB way NOUN open ADJ trash NOUN bags NOUN amp PROPN flimsy ADJ grocery NOUN store NOUN bags VERB veggies NOUN fruit NOUN easily ADV ca AUX nt AUX feel VERB bags NOUN Last ADJ week NOUN socialdistancing VERB think VERB ppl PROPN would AUX ve AUX come VERB help VERB They PRON motioning VERB could AUX nt PART like VERB Pittsfield PROPN Massachusetts PROPN grateful ADJ farmers NOUN working VERB hard ADJ support NOUN food NOUN security NOUN nutrition NOUN emergency NOUN Support NOUN local ADJ farmer NOUN shopping NOUN farmers NOUN mkt PROPN ordering VERB online ADJ delivery NOUN USA PROPN Inspired PROPN News PROPN Instagram PROPN Paint PROPN company NOUN SherwinWilliams PROPN combat NOUN coronavirus NOUN pandemic ADJ producing VERB hand NOUN sanitizer NOUN donating VERB 250 NUM 000 NUM Louisville PROPN Can AUX stop VERB wasting VERB limited ADJ Covid_19 PROPN tests NOUN asymptomatic ADJ NBA PROPN players NOUN love VERB guys NOUN testing VERB asymptomatic ADJ people NOUN should AUX nt PART start VERB healthcare NOUN workers NOUN grocery NOUN store NOUN workers NOUN Worldwide PROPN SAS PROPN says VERB restoring VERB balance NOUN consumer NOUN goods NOUN supply NOUN chain NOUN require VERB changes NOUN forecasting VERB amp ADJ demand NOUN planning NOUN retailers NOUN CPG PROPN companies NOUN Read VERB tips NOUN coronavirus NOUN Montreal PROPN Quebec PROPN Canada PROPN Toy PROPN Van PROPN wooden ADJ toys NOUN stock NOUN Enjoy PROPN selection NOUN wood NOUN toys NOUN lowest ADJ prices NOUN toystore ADV toys NOUN games NOUN smallbusiness NOUN coronavirus NOUN wereopen NOUN kidstoys NOUN Anytown PROPN Anywhere PROPN assured VERB Police NOUN PPE PROPN need VERB family NOUN member NOUN line NOUN Police NOUN hand NOUN sanitizer NOUN allegedly ADV available ADJ coronavirus NOUN StayHomeSaveLifes PROPN Brentford PROPN JAMES PROPN GOULD PROPN SHOW PROPN live VERB today NOUN video NOUN coronavirus NOUN CoronaCrisis PROPN corona PROPN virus NOUN pandemic ADJ panicshopping ADJ music NOUN rock NOUN toiletpaper NOUN London PROPN VirusCorona PROPN life NOUN video NOUN movie NOUN streaming NOUN entertainment NOUN performance NOUN cool ADJ sun NOUN smile VERB happiness NOUN fun NOUN news NOUN awesome ADJ Sydney PROPN Australia PROPN coronavirus NOUN power NOUN Walk VERB supermarket NOUN holding VERB pack VERB toilet NOUN paper NOUN walk NOUN day NOUN Pakistan PROPN The DET chicken NOUN prices NOUN facing VERB significant ADJ fall NOUN crisis NOUN emerged VERB coronavirus NOUN outbreak NOUN country NOUN lockdowneffect VERB Covid_19 PROPN MMNewstv PROPN Thousands PROPN deemed VERB especially ADV vulnerable ADJ struggled VERB book NOUN home NOUN delivery NOUN despite SCONJ told VERB priority NOUN Kharagpur PROPN West PROPN Bengal PROPN India PROPN 10 NUM Indians PROPN breaking VERB lockdown NOUN nation NOUN wide ADJ online NOUN survey NOUN Prof PROPN Bhargab PROPN Maitra PROPN Recommendations PROPN pass VERB temporary ADJ accommodation NOUN restricted VERB transportation NOUN age NOUN wise ADJ staggered VERB shopping NOUN hours NOUN amp NOUN days NOUN SocialDistancing PROPN Moncton PROPN Prices PROPN plunge VERB pumps VERB nbnews NOUN COVID19 NUM coronavirus NOUN gas NOUN Supermarket PROPN redefined VERB curfew NOUN 19 NUM London PROPN United PROPN Kingdom PROPN The DET chance NOUN COVID2019 AUX stay VERB home ADV 28 NUM days NOUN Governments NOUN world NOUN instruct VERB people NOUN country NOUN stock NOUN appropriate ADJ arrangement NOUN food NOUN 2 NUM days NOUN Southern PROPN California PROPN USA PROPN good ADJ things NOUN come VERB CoronaVirus PROPN Lower ADJ gas NOUN prices NOUN traffic NOUN freeways NOUN coronavirus NOUN CoronavirusOutbreak PROPN abc7eyewitness PROPN Bowling PROPN Green PROPN Bowling PROPN Green PROPN Farmers PROPN seeing VERB corn NOUN prices NOUN drop VERB COVID PROPN 19 NUM foreign ADJ affairs NOUN Cleveland PROPN updates VERB grocery NOUN stores NOUN shopping NOUN experiences NOUN weekend NOUN today NOUN let AUX know VERB Which DET store NOUN stock NOUN What PRON COVID19 NOUN Coronavirus PROPN LOTL PROPN United PROPN States PROPN Canada PROPN country NOUN they PRON re AUX selling VERB selling VERB masks NOUN highest ADJ bidders NOUN cking VERB planet NOUN fat ADJ bonuses NOUN jack VERB stock NOUN prices NOUN Ame PROPN Coimbatore PROPN India PROPN COVID PROPN 19 NUM Prevention PROPN Tips PROPN Ask VERB Doctor NOUN Now ADV COVID19 NUM StayHome PROPN SocialDistancing PROPN Coronavirus PROPN virus NOUN icliniq100hrs PROPN life NOUN handwash NOUN sanitizer NOUN Miami PROPN Equity PROPN analyst NOUN Pierre PROPN Ferragu PROPN says VERB consumer NOUN demand NOUN strong ADJ supply NOUN infrastructure NOUN healthy ADJ unable ADJ function NOUN COVID PROPN 19 NUM pandemic ADJ Listen PROPN convo NOUN economic ADJ shutdown NOUN affect VERB tech NOUN industry NOUN London PROPN England PROPN Nuttall PROPN milkman NOUN Blackburn PROPN people NOUN London PROPN ringing VERB ask NOUN drive NOUN hours NOUN deliver VERB milk NOUN said VERB spoke VERB milkmen NOUN suddenly ADV wild ADJ demand NOUN pandemic ADJ Canada PROPN Burnaby PROPN dairy NOUN plant NOUN sees VERB skyrocketing VERB demand NOUN COVID19 NUM Saputo PROPN Inc PROPN says VERB seeing VERB shift NOUN demand NOUN products NOUN amid ADP COVID PROPN 19 NUM outbreak VERB retail ADJ sales NOUN skyrocketed VERB orders NOUN food NOUN service NOUN operators NOUN fell VERB Florida PROPN USA PROPN The DET biggest ADJ mall NOUN area NOUN closed VERB Yet ADV store NOUN work NOUN open ADJ coronavirus NOUN Retail PROPN Hertfordshire PROPN Our PRON CEO NOUN Dave PROPN Lewis PROPN written VERB customers NOUN share VERB latest ADJ response NOUN COVID PROPN 19 NUM including VERB 30 NUM m VERB package NOUN support NOUN communities NOUN including VERB 25 NUM m VERB food NOUN donations NOUN programme NOUN Plans NOUN increase VERB number NOUN online NOUN shopping NOUN slots NOUN prioritise VERB vulnerable ADJ customers NOUN Malawi PROPN Addressing NOUN nation NOUN Tuesday PROPN March PROPN 24 NUM 2020 NUM fourth ADJ time NOUN week NOUN President PROPN said VERB people NOUN risk 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NOUN sectors NOUN Check VERB latest ADJ analysis NOUN covered VERB morning NOUN Tempted VERB online ADJ shopping NOUN coronavirus NOUN lockdown NOUN Think VERB looks VERB environmental ADJ impact NOUN fast ADJ fashion NOUN spoiler NOUN alert NOUN is AUX nt PART good ADJ Ahmedabad PROPN India PROPN Understanding PROPN COVID PROPN 19 NUM effect NOUN online ADJ shopping NOUN behavior NOUN best ADJ decisions NOUN brand VERB uncertain ADJ times NOUN affraid VERB covid PROPN 19 NUM ill ADJ spend NOUN evening NOUN crowded VERB supermarket NOUN McNairy PROPN County PROPN Tennessee PROPN The DET FDIC PROPN released VERB special ADJ edition NOUN Consumer PROPN News PROPN publication NOUN focuses VERB consumers NOUN need VERB know NOUN coronavirus PROPN pandemic PROPN means NOUN finances VERB Berlin PROPN Deutschland PROPN The DET forecast NOUN stated VERB Georgia PROPN experience NOUN substantial ADJ slowdown NOUN 2020 NUM COVID19 NUM pandemic ADJ lower ADJ oil NOUN prices NOUN Coronavirus PROPN 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store NOUN lineup PROPN 20th ADJ line NOUN socialdistancing PROPN faithfully ADV kept VERB amazed ADJ PPE ADJ masks NOUN find VERB Pandemic PROPN driven VERB shopping NOUN left VERB grocery NOUN stores NOUN barren ADJ But CCONJ retailers NOUN products NOUN return VERB shelves NOUN urge NOUN customers NOUN panic VERB hoard NOUN items NOUN Kingsport PROPN Day PROPN quarantine NOUN bought VERB grocery NOUN store NOUN QuarantineLife PROPN coronavirus NOUN COVID19 NUM SocialDistancing PROPN San PROPN Francisco PROPN nonprofit ADJ helping VERB feed NOUN hungry ADJ sees VERB demand NOUN skyrocket NOUN pandemic NOUN You PRON guarantee VERB people NOUN moaning VERB people NOUN going VERB ones NOUN panic NOUN bought VERB fucking ADJ food NOUN meaning VERB people NOUN 3 NUM supermarkets NOUN do VERB nt PART usual ADJ weekly ADJ food NOUN shop NOUN coronavirus NOUN COVIDIDIOTS PROPN fuckpanicbuyers NOUN Mankato PROPN Minnesota PROPN This DET food NOUN shortage NOUN issue NOUN Instead ADV demand NOUN simply ADV shifted VERB people NOUN stocked VERB personal ADJ fridges NOUN freezers NOUN pantries VERB food NOUN available ADJ refill NOUN stocks NOUN feed VERB crisis NOUN COVID19 NUM Coronavirus PROPN Zoom PROPN Stunts PROPN Toilet PROPN Paper PROPN Relay PROPN StayHomeMN PROPN StayAtHomeChallenge PROPN stayhomechallenge NOUN StayHomeStaySafe NOUN Covid_19 PROPN coronavirus NOUN zoom NOUN SocialDistancing VERB toiletpaper NOUN toiletpaperrelay VERB Sydney PROPN New PROPN South PROPN Wales PROPN Ill PROPN writing NOUN locked VERB indoors NOUN newsletter NOUN early ADJ week NOUN Includes VERB thoughts NOUN building VERB consumer NOUN product NOUN experiences VERB healthcare NOUN MSCHFs NOUN antics NOUN madness NOUN stock NOUN market NOUN amp NOUN COVID PROPN 19 NUM virtual ADJ meetup NOUN This DET bus NOUN driver NOUN said VERB felt AUX violated VERB passenger NOUN coughed VERB sneezed VERB bus NOUN covering VERB mouth NOUN died VERB coronavirus NOUN 11 NUM days NOUN later ADV Derby PROPN England PROPN Being VERB Spain PROPN lockdown NOUN given VERB perspective NOUN expect VERB inevitably ADV happens VERB Police NOUN pulled VERB people NOUN forced VERB home ADV handed VERB fines NOUN people NOUN going VERB jogging VERB Can AUX supermarket NOUN pharmacy NOUN work NOUN CoronaVirus PROPN cases NOUN clean VERB running VERB water NOUN available ADJ use NOUN hand NOUN sanitizer NOUN note NOUN Hand PROPN sanitizers NOUN effective ADJ hands NOUN visibly ADV dirty ADJ greasy NOUN ADPHC NOUN Towards_a_healthy_and_safe_society NOUN Covid19 PROPN Coronavirus PROPN Quality PROPN Supermarket PROPN issues VERB COVID NOUN 19 NUM safety NOUN guidelines NOUN Its PRON weeks NOUN I PRON ve VERB able ADJ buy NOUN wipes NOUN hand NOUN sanitizer NOUN stores NOUN town NOUN Seems VERB suppliers NOUN slow VERB stock NOUN stores NOUN coronavirus NOUN Kansas PROPN City PROPN Bright PROPN spots VERB dark ADJ times NOUN local ADJ businesses NOUN like ADP pivoting VERB respond NOUN 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20 NUM 26 NUM 23038 NUM 3B ADJ 20eCommerce NOUN 20Trends VERB 3F PROPN Wednesdays PROPN innovation NOUN hosting VERB series NOUN free ADJ webinars NOUN bringing VERB experts NOUN share VERB insights NOUN support VERB local ADJ businesses NOUN adapting VERB COVID PROPN 19 NUM Register PROPN join NOUN webinar NOUN Southeast PROPN Asia PROPN Share NOUN prices NOUN listed VERB yieldcos PROPN infrastructure NOUN funds NOUN fallen VERB assets NOUN affected VERB Covid PROPN 19 NUM equity NOUN markets NOUN suggest VERB See VERB consequences NOUN energy NOUN infrastructure NOUN Denver PROPN Colorado PROPN The DET line NOUN grocery NOUN store NOUN building NOUN 0645 NUM morning NOUN felt VERB like ADP high ADJ school NOUN camping NOUN tickets NOUN rock NOUN NUTS PROPN COVID2019 PROPN chatham VERB kent PROPN ontario PROPN Very ADV frightening ADJ Calls NOUN government NOUN support NOUN grow VERB louder ADJ oilpatch NOUN faces VERB bleak ADJ outlook NOUN This DET industry NOUN leads VERB world 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NOUN massively ADV discounted VERB prices NOUN COVID PROPN 19 NUM Relief PROPN Offer PROPN Place PROPN order NOUN expires VERB Shop PROPN Now ADV Tyuretye PROPN Alice PROPN Springs PROPN Nothing PRON like ADP having VERB travel NOUN Alice PROPN Springs PROPN asap VERB COVID PROPN 19 NUM getting AUX stung VERB nearly ADV 400 NUM way NOUN 2 NUM 5hr ADJ flight NOUN Melbs PROPN Even ADV surprising ADJ prices NOUN had AUX nt PART hiked VERB sitch NOUN Thanks PROPN Scammers PROPN use VERB fake ADJ emails NOUN texts NOUN share VERB valuable ADJ personal ADJ info NOUN like ADP acct NOUN numbers NOUN SSNs NOUN login ADJ IDs NOUN passwords NOUN Here ADV real ADJ world NOUN example NOUN phishers NOUN pretending VERB Learn PROPN scams NOUN County PROPN Kildare PROPN Ireland PROPN New ADJ study NOUN lives VERB surfaces VERB Paper PROPN Tissue PROPN 3hr ADJ Wood PROPN Cloth PROPN 2days NUM Glass PROPN Banknotes PROPN 4days NUM Stainless PROPN Steel PROPN Plastic PROPN 4 NUM 7days NUM Mask PROPN 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reports NOUN best ADJ use VERB marketing VERB COVID PROPN 19 NUM United PROPN Kingdom PROPN And CCONJ stop VERB stockpiling VERB COVID19 NUM Coronavirus PROPN StayAtHome ADJ StayHome PROPN StopHoarding PROPN StopPanicBuying NOUN stopstockpiling VERB StopTheSpread PROPN Washington PROPN Aldi PROPN grocery NOUN store NOUN policy NOUN change NOUN Effective ADJ Thursday PROPN April PROPN 9th NOUN limit NOUN number NOUN people NOUN inside ADP stores NOUN approximately ADV customers NOUN 1 NUM 000 NUM square ADJ feet NOUN Part NOUN COVID19 NUM Coronavirus PROPN SocialDistancing PROPN Policies PROPN lady NOUN supermarket NOUN wearing VERB surgical ADJ mask NOUN Coronavirus PROPN outbreak VERB More ADJ shoppers NOUN trying VERB stock NOUN goods NOUN amid ADP concerns NOUN Coronavirus PROPN Covid PROPN 19 NUM outbreak VERB shelves NOUN METALMINER ADV METALMINER X This DET Morning PROPN Metals PROPN MetalMiner PROPN host NOUN webinar NOUN coronavirus NOUN impact NOUN metalprices NOUN Melbourne PROPN Victoria PROPN How ADV Covid_19 PROPN change NOUN face VERB grocery NOUN shopping NOUN Coronavirus PROPN change NOUN grocery NOUN industry NOUN forever ADV retailing VERB marketing NOUN Belgique PROPN And CCONJ outside ADJ grocery NOUN store NOUN 3 NUM blocks NOUN away ADV New PROPN Delhi PROPN India PROPN ETEnergyworld NOUN Share PROPN profits VERB low ADJ crude ADJ oil NOUN prices NOUN people NOUN amid ADP COVID PROPN 19 NUM lockdown NOUN Cong PROPN govt NOUN Dubai PROPN UAE PROPN Coronavirus PROPN related VERB digital ADJ fraud NOUN 22 NUM Americans PROPN targeted VERB TransUnion PROPN report NOUN details NOUN COVID PROPN 19 NUM impacted VERB online ADJ shopping NOUN fraud NOUN High ADJ school NOUN students NOUN online ADV Hackathon PROPN weekend NOUN build VERB app NOUN fight NOUN COVID PROPN 19 NUM They PRON created VERB Safe PROPN Place PROPN web NOUN app NOUN shopping VERB safer ADJ efficient ADJ COVID PROPN 19 NUM Kudos PROPN TitanHacks PROPN Final PROPN Submission PROPN Chicago PROPN Illinois PROPN USA PROPN There PRON excuse NOUN hospitals NOUN supplied VERB test NOUN kits NOUN masks NOUN gloves VERB sanitizers NOUN necessary ADJ equipment NOUN help NOUN deal VERB epidemic NOUN coronavirus NOUN consumer NOUN people NOUN Plainfield PROPN kinda ADV dope VERB tho PROPN Should AUX amp VERB add VERB mask VERB y PRON all DET comments NOUN decide VERB 2020 NUM coronavirus NOUN lysol NOUN tissue NOUN toiletpaper NOUN tattoo ADV tattoos NOUN Nova PROPN Scotia PROPN Canada PROPN Well INTJ daughter NOUN told VERB easter ADJ gifts NOUN wo AUX nt PART said VERB health NOUN important ADJ easter ADJ amazons NOUN shipping NOUN time NOUN need VERB dollar NOUN store NOUN prices NOUN stuck VERB wo AUX nt PART let VERB Easter PROPN Covid PROPN 19 NUM lose VERB Cambridge PROPN England PROPN Updated VERB hours NOUN ale NOUN prices NOUN Cambridge PROPN cambridgeuniversity NOUN openingtimes NOUN coronavirus PROPN coronavirussucks NOUN fucoronavirus NOUN Hospitality NOUN 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Amazon PROPN hiring VERB 75 NUM 000 NUM workers NOUN meet VERB demand NOUN online ADJ shopping NOUN lockdown NOUN restrictions NOUN hired VERB 100 NUM 000 NUM workers NOUN More ADJ 16 NUM m VERB Americans PROPN lost VERB jobs NOUN weeks NOUN COVID2019 PROPN Covid_19 PROPN Nepal PROPN CoronaUpdate PROPN United PROPN States PROPN LETS VERB GIVE VERB THANKS NOUN THOSE DET GREAT ADJ AMERICAN PROPN WORKERS PROPN minimum NOUN wage NOUN 10 NUM hour NOUN They PRON pick VERB process NOUN pack NOUN ship NOUN truck NOUN stock NOUN sell VERB food NOUN rest NOUN Maybe ADV think VERB giving VERB raise NOUN Important ADJ Leading VERB experts NOUN issued VERB warning NOUN dangers NOUN food NOUN hoarding VERB ongoing ADJ COVID PROPN 19 NUM pandemic ADJ Buying NOUN food NOUN grocery NOUN store NOUN strains VERB supply NOUN chain NOUN amp NOUN causes VERB shortages NOUN food NOUN banks NOUN amp NOUN pantries NOUN Google PROPN Uses VERB Smartphone PROPN Data PROPN Gauge PROPN Pandemics PROPN Impact PROPN 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Australias PROPN financialsystem PROPN 1 NUM 5 NUM billion NUM paid VERB far ADV Covid PROPN 19 NUM wage NOUN subsidy NOUN scheme NOUN said VERB 244 NUM 887 NUM workers NOUN paid VERB 72 NUM 913 NUM applications NOUN paid VERB 111 NUM 898 NUM applications NOUN approved VERB paid VERB 47 NUM 343 NUM processed VERB Irvine PROPN pictures NOUN German ADJ Chancellor PROPN Angela PROPN Merkel PROPN shopping NOUN yesterday NOUN Hit VERB Consumer NOUN 70 NUM GDP NOUN McKinsey PROPN report NOUN shows VERB COVID PROPN 19 NUM impact NOUN concentrated VERB 2 NUM 3 NUM industry NOUN sector NOUN lower ADJ end NOUN income NOUN Lives VERB livelihoods VERB Assessing VERB near SCONJ term NOUN impact NOUN COVID PROPN 19 NUM workers NOUN plea NOUN remember VERB local ADJ food NOUN bank NOUN difficult ADJ times NOUN Across ADP District PROPN working VERB 2 NUM support NOUN vulnerable ADJ 19 NUM pls NOUN include VERB food NOUN bank NOUN likely ADV face VERB huge ADJ demand NOUN Many ADJ common ADJ household NOUN cleaning NOUN products NOUN kill VERB coronavirus NOUN use VERB properly ADV Consumer PROPN Centers PROPN Disease PROPN Control PROPN Prevention PROPN CNN PROPN FOX PROPN EPA PROPN CDC PROPN school NOUN clean ADJ NJTransit PROPN virus NOUN Trump PROPN California PROPN Washington PROPN disinfectant NOUN Major ADJ automotive ADJ companies NOUN going VERB shutdown NOUN weeks NOUN CoronaVirus PROPN saying VERB buy VERB local ADJ supermarket NOUN But CCONJ sure ADJ essential ADJ supplies NOUN Pflugerville PROPN Yesterday NOUN chicken NOUN breast NOUN truck NOUN today NOUN redmeat NOUN HoardersGonnaHoard PROPN believe VERB subjected VERB excessive ADJ prices NOUN essential ADJ consumer NOUN goods NOUN COVID PROPN 19 NUM report NOUN conduct VERB Oregon PROPN Department PROPN Justice PROPN Consumer PROPN Protection PROPN hotline NOUN 503 NUM 378 NUM 8442 NUM Sainsburys PROPN tesco NOUN Waitrose VERB zero NUM collect VERB delivery NOUN slots NOUN weeks NOUN Same ADJ ocado NOUN rate NOUN soon ADV sick ADJ people NOUN forced VERB leave VERB home NOUN essentials NOUN Please INTJ book NOUN online ADJ grocery NOUN better ADV sick ADJ people NOUN stay VERB home ADV Savannah PROPN Did AUX know VERB hospital NOUN grade NOUN virucide NOUN Ca AUX nt PART find VERB Lysol PROPN Clorox PROPN great ADJ way NOUN home ADV sanitized VERB Mix PROPN 2 NUM barbicide ADP 32 NUM water NOUN solution NOUN barbicide NOUN sanitizer NOUN staysafe NOUN disinfectant NOUN Coronavirus PROPN PLEASE VERB THIS DET TOGETHER ADV Please INTJ kind VERB self NOUN isolate PROPN clean PROPN don PROPN panic NOUN buy VERB food NOUN DONT NOUN help NOUN BOS PROPN NYC PROPN JHB PROPN customer NOUN cashier NOUN coughed VERB wanted VERB sent VERB home ADV NYC PROPN Bill PROPN Gates PROPN Heres PROPN lost VERB time NOUN covid PROPN 19 NUM The DET Washington PROPN Post PROPN Forcing VERB 50 NUM governors NOUN compete VERB lifesaving VERB equipment NOUN hospitals NOUN pay VERB exorbitant ADJ prices NOUN makes VERB matters NOUN worse ADJ We PRON ve AUX bonkers NOUN years NOUN All DET rubbish VERB leaving VERB thrive ADJ strong ADJ nation NOUN COVID PROPN 19 NUM comes VERB people NOUN start VERB stockpiling VERB fighting VERB pasta NOUN supermarket NOUN London PROPN England PROPN Had VERB supermarket NOUN drop VERB earlier ADV affable ADJ delivery NOUN guy NOUN told VERB fellow ADJ drivers NOUN do AUX nt PART want VERB work NOUN strange ADJ virus NOUN filled VERB times NOUN hard ADJ fulfill NOUN slots NOUN carries VERB faith NOUN God PROPN coronavirus NOUN work NOUN grocery NOUN store NOUN manager NOUN expected VERB come VERB matter ADV high ADJ risk NOUN virus NOUN Guys NOUN kind VERB retail ADJ workers NOUN You PRON idea NOUN they PRON re AUX dealing VERB coronavirus NOUN RetailWorkers PROPN CoronaVirusCanada PROPN DontBeASpreader NUM Round PROPN Earth PROPN The DET mass ADJ majority NOUN wo AUX nt VERB able ADJ afford VERB COVID PROPN 19 NUM treatment NOUN 34 NUM 927 NUM 43 NUM unemployment NOUN student NOUN debt NOUN rising VERB rent NOUN prices NOUN risk NOUN death NOUN WhereIsJoeBiden NOUN M4A PROPN College PROPN amp NOUN Medical PROPN Debt PROPN Forgiveness PROPN Housing PROPN run NOUN supermarket NOUN shopping NOUN facility NOUN Heres NOUN help VERB stop VERB spread VERB covid_19 PROPN coronavirusinkenya PROPN guidelines NOUN shrivastav PROPN control NOUN Covid PROPN 19 NUM effects NOUN adoting VERB ayurved VERB social ADJ distancing NOUN cleanliness NOUN eating VERB vegetarian ADJ food NOUN Avoid NOUN panic NOUN stay VERB home ADV stay VERB safe ADJ Request NOUN Toronto PROPN Chivalry PROPN troubled VERB times NOUN offering VERB carry VERB hand NOUN sanitizer NOUN coronavirus NOUN COVID19 NUM Worldwide PROPN Went VERB grocery NOUN store NOUN rocking VERB new ADJ going VERB safe ADJ let AUX donate VERB children NOUN need VERB sell VERB favor NOUN New PROPN York PROPN Just ADV got VERB trip NOUN grocery NOUN store NOUN Was AUX saddened VERB bodega PROPN street PROPN shuttered VERB South ADJ wafflehouseindex NOUN NYC PROPN bodegaindex NOUN This DET good ADJ COVID2019 PROPN COVID19US PROPN EMGTwitter VERB You PRON want VERB raise VERB prices NOUN problem NOUN One NUM thing NOUN forgot VERB mention NOUN newsletter NOUN odd ADJ bit NOUN cognitive ADJ dissonance NOUN witnessing VERB supermarket NOUN shelves NOUN cafes NOUN yesterday NOUN Melbourne ADJ population NOUN simultaneously ADV overreacting VERB COVID PROPN 19 NUM threat NOUN taking VERB seriously ADV New PROPN York PROPN USA PROPN todays NOUN episode NOUN The DET COVID PROPN 19 NUM Pandemic PROPN Did AUX nt AUX Panic PROPN Buy VERB The DET Quest PROPN Find PROPN Cat PROPN Food PROPN guys NOUN safe ADJ stay VERB home NOUN kung PROPN wala PROPN naman PROPN kayong PROPN need VERB bilhin PROPN labas PROPN got VERB news NOUN papa NOUN staff NOUN died VERB COVID PROPN 19 NUM papa NOUN working VERB Carrefour ADJ biggest ADJ supermarket NOUN UAE PROPN Now ADV tested VERB Pls INTJ pray VERB Abuja PROPN Nigeria PROPN Good PROPN news NOUN OPEC PROPN agrees VERB cut VERB production NOUN prices NOUN tomorrow NOUN 2 NUM Abuja PROPN recorded VERB covid PROPN 19 NUM case NOUN 48 NUM hours NOUN Durban PROPN South PROPN Africa PROPN Four NUM officials NOUN office NOUN Uganda PROPN Prime PROPN Minister PROPN arrested VERB claims NOUN irregular ADJ purchase NOUN relief NOUN food NOUN government NOUN providing VERB vulnerable ADJ citizens NOUN Colorado PROPN Springs PROPN Pueblo PROPN CONSUMER NOUN ALERT NOUN Scammers PROPN sending VERB phony ADJ COVID PROPN 19 NUM emails NOUN text NOUN messages NOUN infecting VERB computers NOUN viruses VERB ripping VERB nervous ADJ Americans PROPN Colorados PROPN Phil PROPN Weiser PROPN says VERB download NOUN click VERB links NOUN AlwaysWatchingOutForYou PRON Ile PROPN Vancouver PROPN Found VERB Another DET concern NOUN supermarket NOUN drugstore NOUN raise VERB prices NOUN items NOUN amp NOUN family NOUN need VERB worry NOUN This DET happen VERB Bury PROPN Solid PROPN Sense PROPN range NOUN illustrates VERB approach VERB business NOUN excellent ADJ products NOUN great ADJ service NOUN amp NOUN sensible NOUN prices NOUN Check NOUN website NOUN you PRON re AUX scrolling VERB long ADJ day NOUN today NOUN StayHomeSaveLives VERB Washington PROPN Area PROPN Going VERB grocery NOUN store NOUN like ADP episode NOUN Chopped VERB Apparently ADV ingredients NOUN pearled VERB barley NOUN great ADJ northern ADJ beans NOUN tostada NOUN shells VERB rice NOUN wine NOUN vinegar NOUN coronavirus NOUN Greece PROPN And CCONJ supermarket NOUN hoards NOUN oafs VERB having VERB panic NOUN buy NOUN reason NOUN trolleys NOUN cleaned VERB hot ADJ spot NOUN Adelaide PROPN South PROPN Australia PROPN Photo PROPN Woollies PROPN employee NOUN tears NOUN captures VERB reality NOUN supermarket NOUN workers NOUN firing VERB line NOUN panicbuyers NOUN Please INTJ nice ADJ staff NOUN copping NOUN brunt NOUN Lets VERB little ADJ kindness NOUN coronavirus NOUN COVID2019 PROPN Central PROPN Scotland PROPN know VERB 3 NUM people NOUN public ADJ facing VERB roles NOUN isolating VERB sure ADJ symptoms NOUN consistent PROPN covid PROPN 19 NUM But CCONJ tested VERB work NOUN cough NOUN began VERB finished VERB day NOUN went VERB supermark PROPN SoCal PROPN SLC PROPN Sagacity PROPN Financial PROPN logo NOUN demonstrates VERB ability NOUN think VERB outside ADP box NOUN With ADP mind NOUN heres NOUN tip NOUN stay VERB safe ADJ Coronavirus PROPN When ADV grocery NOUN store NOUN use VERB 4513 NUM Loop PROPN 281 NUM Longview PROPN Dusty PROPN Miller PROPN adds VERB bold ADJ silver NOUN color NOUN container NOUN arrangement NOUN garden NOUN bed NOUN stock NOUN Call NOUN ahead ADV easy ADJ pickup NOUN Browse PROPN annuals NOUN online ADV View PROPN alternate ADJ shopping NOUN options NOUN Victoria PROPN Canada PROPN Okay PROPN checked VERB drug NOUN prices NOUN Plaquenil PROPN Aralen PROPN Chloroquine PROPN ChloroquinePhosphate PROPN HydroxyChloroquin PROPN drugs VERB 34 NUM cents NOUN 88 NUM cents NOUN pill NOUN azithromycine NOUN starts VERB 1 NUM 05 NUM pill NOUN FYI PROPN HydroxychloroquineAndAzythromyacinNOW NOUN Covid_19 PROPN San PROPN Antonio PROPN Texas PROPN FUNNIES VERB FOR ADP UNFUNNY PROPN TIMES PROPN Source PROPN Tom PROPN Stiglich PROPN coronavirus NOUN coronapocolypse NOUN CoronaComics PROPN toiletpaper VERB ToiletPaperApocalypse NOUN Easter2020 PROPN EasterBunny PROPN Albuquerque PROPN New PROPN Mexico PROPN Plummeting VERB oil NOUN amp NOUN gas NOUN prices NOUN draining VERB state NOUN budgets NOUN funds NOUN needed VERB public ADJ safety NOUN health NOUN care NOUN fast ADJ moving VERB coronavirus NOUN crisis NOUN Shame PROPN continuing VERB business NOUN usual ADJ Read PROPN statement NOUN nmpol NOUN Lucknow PROPN India PROPN asks VERB people NOUN avoid VERB panic NOUN buying NOUN says VERB hoard VERB essential ADJ items NOUN like ADP food NOUN medicine NOUN Boston PROPN Prices PROPN continue VERB soar VERB Toronto PROPN real ADJ estate NOUN market NOUN despite SCONJ COVID PROPN 19 NUM crisis NOUN Toronto PROPN Ontario PROPN Effects PROPN COVID PROPN 19 NUM far ADV reaching VERB want NOUN help NOUN staff NOUN WorkFromHome DET personal ADJ device NOUN Trend PROPN Micro PROPN giving VERB staff NOUN free ADJ 6 NUM months NOUN consumer NOUN internet NOUN security NOUN product NOUN Trend PROPN Micro PROPN Maximum PROPN Security PROPN Mumbai PROPN Maharashtra PROPN Navi PROPN Mumbai PROPN Police PROPN sets VERB Mobile PROPN Sanitizer PROPN Van PROPN cops NOUN Vashi PROPN Toll PROPN Naka PROPN Coronavirus PROPN CoronainMaharashtra PROPN Bay PROPN Areas PROPN meantime NOUN room NOUN Half PROPN Moon PROPN Bay PROPN going VERB 881 NUM night NOUN And CCONJ prices NOUN properties NOUN do AUX nt PART majorly ADV lower ADJ usual ADJ Demand NOUN longer ADV matters VERB hotel NOUN pricing NOUN COVID19 NUM pandemic ADJ ShelterInPlace PROPN coronavirus NOUN Houston PROPN The DET Houston PROPN based VERB subsidiary NOUN Mexican ADJ cleaning NOUN products NOUN company NOUN seen VERB sales NOUN surge VERB amid ADP panic NOUN coronavirus NOUN pandemic ADJ changes NOUN consumer NOUN behavior NOUN expects VERB continue VERB COVID PROPN 19 NUM cases NOUN subside NOUN Kuwait PROPN Cooperative ADJ societies NOUN activate VERB home NOUN delivery NOUN service NOUN expats NOUN Agree PROPN COVID PROPN 19 NUM trigger NOUN deflated VERB overvalued VERB stock NOUN prices NOUN Feb PROPN However ADV shutting VERB NBA PROPN closing NOUN schools NOUN amp VERB non ADJ essential ADJ businesses NOUN Black PROPN Swan PROPN event NOUN triggered VERB instant ADJ recession NOUN This DET happ ADJ sales NOUN hand NOUN sanitizer NOUN soap NOUN soar NOUN world NOUN Turkey PROPN looking VERB alternatives NOUN fight VERB kolonya PROPN Kolonya PROPN traditional ADJ cologne NOUN Turkey PROPN fight VERB virus NOUN high ADJ level NOUN alcohol NOUN Read PROPN The DET Big ADJ 6 NUM Irans PROPN currency NOUN rial NOUN continued VERB lose VERB value NOUN major ADJ currencies NOUN Tuesday PROPN reaching VERB low ADJ 160 NUM 000 NUM dollar NOUN point NOUN amid ADP quickly ADV worsening VERB coronavirus NOUN COVID PROPN 19 NUM epidemic NOUN falling VERB oil NOUN prices NOUN Under ADP pressure NOUN sanctions NOUN inability NOUN Dubai PROPN Dollar PROPN pegs VERB Gulf PROPN proven VERB effective ADJ region NOUN faces VERB coronavirus NOUN outbreak NOUN crash NOUN oil NOUN prices NOUN says VERB Jihad PROPN Azour PROPN IMFs PROPN director NOUN Middle PROPN East PROPN Central PROPN Asia PROPN New PROPN Delhi PROPN Lets PROPN pledge NOUN use VERB Indian ADJ company NOUN online ADJ shopping VERB zero NUM contribution NOUN COVID2019 PROPN India PROPN They PRON come VERB screw VERB money NOUN nation NOUN Amsterdam PROPN Home PROPN Stay VERB Home PROPN Cartoon PROPN pooping12 NOUN stayhome NOUN drawing NOUN drawings NOUN illustrator NOUN illustration NOUN illustrations NOUN cartoon NOUN cartoonist NOUN doodle NOUN cartoonofinstagram PROPN sketch PROPN sketchbook NOUN toiletpaper NOUN coronavirus NOUN Amsterdam PROPN Snapshot PROPN incidents VERB Paramedics PROPN amp NOUN nurses NOUN coughed VERB amp ADJ spat PROPN Doctor PROPN forced VERB amp PROPN told VERB buy VERB tent NOUN Police NOUN officers NOUN coughed VERB Viral ADJ trend NOUN sees VERB supermarket NOUN goods NOUN contaminated VERB Toronto PROPN Ontario PROPN Canada PROPN While SCONJ appreciate VERB importance NOUN social ADJ distancing NOUN self NOUN isolation NOUN COVID PROPN 19 NUM perpetuate NOUN racism NOUN COVID19boycottracistores VERB San PROPN Diego PROPN USA PROPN changed VERB eating VERB habits NOUN grocery NOUN shopping NOUN talks NOUN direct ADJ consumer NOUN family NOUN farm NOUN ORG PROPN restaurant NOUN owner NOUN amp NOUN Midwest PROPN Food PROPN Bank PROPN impacts VERB food NOUN Cleveland PROPN The DET supermarket NOUN chain NOUN Giant PROPN Eagle PROPN taking VERB steps NOUN ensure VERB highest ADJ levels NOUN sanitation NOUN stores NOUN continue VERB operate VERB COVID PROPN 19 NUM crisis NOUN think VERB stores NOUN Calgary PROPN Alberta PROPN Ann PROPN Hui PROPN Kathryn PROPN Blaze PROPN Baum PROPN The DET grocery NOUN store NOUN shelves NOUN symbolic ADJ COVID PROPN 19 NUM anxieties NOUN panic NOUN buying VERB indicative ADJ larger ADJ supply NOUN problems VERB major ADJ retailers NOUN experts NOUN Montreal PROPN COVID PROPN 19 NUM Lockdown PROPN Guide PROPN How ADV Manage PROPN Anxiety PROPN Isolation PROPN During PROPN Quarantine PROPN Anxiety PROPN Depression PROPN Association PROPN America PROPN ADAA PROPN Economic ADJ activity NOUN severely ADV depressed VERB time NOUN Real ADJ interest NOUN rates NOUN rise VERB resources NOUN misallocated VERB Asking VERB policy NOUN makers NOUN artificially ADV low ADJ real ADJ rates NOUN wrong ADJ need VERB implicit ADJ transfers NOUN distorted VERB prices NOUN coronavirus NOUN economicresponse NOUN Hertfordshire PROPN supermarket NOUN You PRON need VERB include VERB KEY PROPN WORKERS NOUN special ADJ hours NOUN NHS PROPN workers NOUN going VERB Monday PROPN week NOUN look VERB children NOUN NHS PROPN worker NOUN teacher NOUN When ADV shop PROPN Covi PROPN Toilet PROPN paper NOUN quarantine NOUN cycle NOUN home NOUN like ADP ToiletPaper PROPN Quarantine PROPN QuaratineLife PROPN Coronavirus PROPN Covid19 PROPN Covid19Outbreak PROPN Lockdown PROPN StayHome PROPN StayAtHome PROPN coronavirus NOUN majority NOUN Kenyans PROPN left VERB battling VERB Skin NOUN problems NOUN Reason VERB people NOUN kinds NOUN products NOUN Sanitizer PROPN especially ADV matatus ADJ Manchester PROPN disgusting NOUN profiting VERB Covid PROPN 19 NUM inflated ADJ prices NOUN REDUCED PROPN PRICES NOUN DUE ADJ response NOUN team NOUN 24 NUM 7 NUM cashapp PROPN venmo PROPN Zelle PROPN Paypal PROPN The DET Community PROPN Food PROPN Bank PROPN seeing VERB increased VERB demand NOUN meals NOUN people NOUN laid VERB need NOUN help NOUN Colorado PROPN Direct ADJ consumer NOUN companies NOUN wade VERB coronavirus NOUN testing NOUN fill NOUN gap NOUN coronavirus NOUN Chicago PROPN coronavirus NOUN opportunists VERB contact NOUN optimizing VERB products NOUN eBay PROPN selling VERB masks NOUN who PRON s AUX selling VERB homemade ADJ hand NOUN sanitizer NOUN 3 NUM oz NOUN bottles NOUN This DET spite NOUN fact NOUN actively ADV banned VERB platform NOUN Washington PROPN NEW ADJ COVID19 NUM PROTECTIONS PROPN OAG PROPN enforce NOUN newly ADV passed VERB emergency NOUN consumer NOUN protections NOUN debt NOUN collection NOUN funeral NOUN services NOUN use VERB enhanced VERB civil ADJ rights NOUN enforcement NOUN authority NOUN protect VERB residents NOUN discrimination VERB Leesburg PROPN Who PRON needs VERB toiletpaper NOUN dryersheets NOUN They PRON remove VERB cling VERB Get VERB rid ADJ wrinkles NOUN And CCONJ smell VERB like ADP lavender ADJ LifeHacks PROPN COVID19US PROPN coronavirus NOUN dyi ADJ notpnoworries NOUN Went VERB panic NOUN buy VERB food NOUN today NOUN came VERB fish NOUN FishyFun PROPN PanicBuying PROPN KeepSmiling PROPN CoronaVirus PROPN Covid_19 PROPN CharityShopFind PUNCT Illinois PROPN USA PROPN CNBC PROPN Panicked VERB wealthy ADJ fleeing VERB Hamptons PROPN Hudson PROPN Valley PROPN Wealthy PROPN New PROPN Yorkers PROPN fleeing VERB city NOUN driving VERB prices NOUN rentals NOUN Hamptons PROPN Hudson PROPN Valley PROPN rates NOUN tripling VERB properties NOUN coronavirus VERB Wild ADJ world NOUN living NOUN coronavirus NOUN toiletpaper NOUN Even ADV 1 NUM hour NOUN gave VERB chance NOUN slowly ADV shop NOUN Australia PROPN given VERB elderly ADJ hour NOUN mornings NOUN shopping NOUN avoid VERB panic NOUN buying NOUN caused VERB coronavirus NOUN Canada PROPN High ADJ end NOUN auto NOUN makers NOUN slashing VERB prices NOUN Volvo PROPN Newcastle PROPN Upon SCONJ Tyne PROPN England PROPN Gold PROPN remain VERB attractive ADJ investment NOUN asset NOUN despite SCONJ impact NOUN Covid PROPN 19 NUM The DET World PROPN Gold PROPN Council PROPN WGC PROPN said VERB today NOUN deceleration NOUN economic ADJ growth NOUN globally ADV undoubtedly ADV impact VERB consumer NOUN demand NOUN gold NOUN Buy PROPN dips VERB Nebraska PROPN USA PROPN TOMI PROPN Products PROPN N95 PROPN Rated PROPN Mask PROPN KN95 PROPN Rated PROPN Mask PROPN Surgical PROPN Mask PROPN Medical PROPN Mask PROPN Hand PROPN Sanitizer PROPN 60ml NOUN 500ml NOUN Bulk PROPN Wholesale PROPN Mxico PROPN Canada PROPN Natural PROPN Gas PROPN Prices PROPN Predicted VERB Fade PROPN AECO PROPN Differential PROPN Close PROPN 1 NUM Under ADP Henry PROPN Hub PROPN Fading PROPN demand NOUN erode VERB Canadian ADJ natural ADJ gas NOUN prices NOUN held VERB far ADV global ADJ economic ADJ pause NOUN Covid PROPN 19 NUM virus NOUN pandemic ADJ Melbourne PROPN Victoria PROPN Colombia PROPN people NOUN currently ADV clapping VERB celebrating VERB outside ADP windows PROPN people NOUN medical ADJ industry NOUN cleaning VERB people NOUN garbage NOUN collectors NOUN supermarket NOUN workers NOUN people NOUN continue VERB work NOUN outside ADP 19 NUM Sydney PROPN Australia PROPN notice VERB media NOUN amp PROPN ppl PROPN talking VERB supermarket NOUN shelves NOUN near SCONJ soon ADV opening VERB This DET misleading VERB Some DET shelves NOUN Many ADJ stocked VERB amp NOUN know VERB cook NOUN pasta NOUN pre NOUN sauce VERB fine ADV Not PART 100 NUM certain ADJ elderly ADJ sole ADJ priority NOUN status NOUN deliveries VERB healthy ADJ lives NOUN COVID PROPN 19 NUM need NOUN supplies NOUN supermarket NOUN Atlanta PROPN y PRON all DET food NOUN supply NOUN sufficient ADJ Coronavirus PROPN thrown VERB wrench NOUN food NOUN supply NOUN chain NOUN Companies NOUN scramble VERB fill VERB supermarket NOUN shelves NOUN quickly ADV consumers VERB This DET war NOUN cre NOUN Moscow PROPN Russia PROPN Russian ADJ commerce NOUN platform NOUN Ozon PROPN focused VERB protecting VERB consumers NOUN capping VERB prices NOUN prevent VERB price NOUN gouging NOUN offering VERB contactless ADJ door NOUN delivery NOUN service NOUN COVID2019 PROPN socialresponsibility NOUN Has AUX come VERB Wal PROPN Mart PROPN smh ADJ got VERB ta PART laguh VERB crying NOUN coronavirus NOUN covid_19 PROPN covid PROPN cov PROPN d19 PROPN selfisolation NOUN selfisolate ADJ rations NOUN wig NOUN wigs NOUN virus NOUN toiletpaper NOUN comedy NOUN comedymemes VERB Alaska PROPN Israel PROPN Brad PROPN Paisleys PROPN free ADJ grocery NOUN store NOUN Nashville PROPN delivering VERB elderly ADJ amid ADP COVID PROPN 19 NUM pandemic ADJ shaheen NUM bagh NOUN New PROPN Delhi PROPN India PROPN Dear PROPN Indians PROPN Please INTJ stock NOUN groceries NOUN There ADV people NOUN like AUX afford VERB high ADJ prices NOUN stock NOUN Humble ADJ request NOUN 19 NUM Nigeria PROPN This DET Govt PROPN pay VERB Civil ADJ servants NOUN salary NOUN notice NOUN allow VERB stock NOUN food NOUN home NOUN COVID PROPN 19 NUM refuse VERB kill VERB Hunger PROPN Broxbourne PROPN Herts VERB Our PRON analysis NOUN ONS NOUN confirming VERB stagnated VERB fourth ADJ quarter NOUN 2019 NUM consumer NOUN spending VERB flat ADJ amp NOUN business NOUN investment NOUN fell VERB amid ADP heightened VERB uncertainties NOUN Includes VERB latest ADJ thinking VERB big ADJ hit VERB United PROPN States PROPN Subedi PROPN Stay VERB safe ADJ stay VERB home NOUN Use NOUN mask NOUN And CCONJ Sanitizer PROPN Both DET hands NOUN wash VERB soap NOUN minimum NOUN 20 NUM sec NOUN Eat VERB healthy ADJ food NOUN exercise NOUN amp NOUN Drink NOUN immunity NOUN power NOUN increase NOUN Coronavirus PROPN West PROPN Lafayette PROPN making VERB hand NOUN sanitizer NOUN Greater PROPN Lafayette PROPN coronavirus NOUN outbreak VERB More ADJ 100 NUM liters NOUN hand NOUN sanitizer NOUN donated VERB available ADJ purchase NOUN Via PROPN TheNextGiantLeap PROPN required VERB wear NOUN gloves NOUN mask NOUN enter VERB grocery NOUN store NOUN pharmacy NOUN stores NOUN allowed VERB open ADJ Puerto 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nmod amod compound compound appos compound nsubj nsubj aux ccomp dobj advmod compound compound compound nsubj aux ccomp amod compound compound compound dobj poss amod compound compound nsubj advmod ccomp punct nsubj compound compound dobj advmod nmod amod nmod amod compound compound npadvmod advmod appos acl dobj conj aux amod amod compound compound nsubj ccomp compound dobj det det amod amod appos npadvmod nsubj conj compound nsubj advmod conj compound dobj advmod compound nsubj ccomp compound compound compound npadvmod advmod aux nsubj nsubj ccomp compound compound dobj nsubj ccomp amod dobj amod amod amod nmod amod nsubj dobj advmod aux xcomp compound dobj ccomp compound compound dobj aux dep xcomp compound compound dobj appos nsubj advmod conj amod compound compound compound compound compound nsubj compound nsubj ccomp compound dobj acl dobj xcomp nummod compound compound nsubj advmod conj compound dobj amod npadvmod advmod xcomp compound dobj ccomp dobj det amod ccomp compound compound compound compound compound compound compound compound compound appos compound compound compound compound nsubj appos appos advmod nsubj acl amod dobj amod nmod nummod compound compound compound dobj advmod amod amod amod nsubj aux relcl amod dobj compound nmod compound appos compound compound conj compound compound compound dobj nmod amod compound compound compound nmod compound compound appos amod compound compound compound compound compound compound compound appos acl dobj punct compound nmod det amod compound nsubj nsubj amod amod dobj acl dobj aux neg amod nmod nmod nummod compound compound dobj advmod mark advcl dobj compound nsubj acl dobj nmod nmod amod compound compound compound nsubj relcl dobj acl dobj ccomp acomp punct compound compound npadvmod amod nmod nummod amod amod compound appos compound compound advmod nsubj compound dobj compound compound compound appos advmod nsubj csubj nsubj ccomp amod dobj cc compound conj nummod npadvmod amod advcl advmod quantmod nummod compound dobj acl amod compound compound compound dobj nummod aux neg amod amod compound compound nsubj compound compound compound compound compound compound nsubj ccomp amod compound nsubj ccomp nmod nummod compound compound nsubj aux advmod ccomp compound compound compound compound nsubj amod compound compound nsubj ccomp compound amod compound dobj compound ccomp aux xcomp amod amod dobj advmod advcl compound nsubj acl amod compound compound dobj compound nsubj relcl compound compound punct compound nsubj acl dobj compound compound nsubj ccomp amod dobj acl compound dobj npadvmod punct punct nmod nmod nummod amod amod nsubj advmod amod nsubj ccomp xcomp compound compound compound compound nsubj advcl compound compound nsubj dobj nummod compound appos nmod amod appos dobj dep auxpass ccomp compound compound compound compound oprd amod amod nmod amod nsubj aux neg compound compound nsubj ccomp amod compound compound dobj intj advcl npadvmod amod compound compound nsubj compound compound ccomp compound compound compound compound nsubj aux neg ccomp compound compound dobj ccomp amod compound compound dobj amod dobj prep compound pobj npadvmod dep amod amod compound compound compound compound nmod acl dobj nmod amod amod nsubj nsubj ccomp expl aux ccomp compound compound compound compound nsubj compound dobj advmod nsubj ccomp amod compound nmod compound dobj amod nsubj advmod ccomp nsubj ccomp amod compound dobj advmod nmod amod nsubj ccomp compound amod amod attr mark intj nsubj advcl xcomp xcomp amod dobj nmod nmod compound compound nmod amod nsubj relcl compound dobj advcl advmod advcl amod dobj amod dobj nsubj ccomp dobj nmod nummod compound compound compound compound nsubj ccomp amod compound compound dobj prep compound pcomp nsubj ccomp compound compound dobj nmod amod nsubj conj amod compound compound compound dobj nsubj compound compound nsubj relcl acomp ccomp compound dobj nsubj conj dobj prep pobj appos nummod appos prep nummod compound compound pobj poss amod compound compound nsubj relcl xcomp amod compound compound nsubj advmod compound compound nsubj acl nmod amod nmod amod compound ccomp compound dobj compound compound compound nsubj punct det amod nsubj acl nummod compound compound compound nummod compound dobj csubj dobj amod oprd dobj aux ccomp advmod nsubj aux advcl dobj advmod advcl aux neg xcomp compound compound compound nsubj aux ccomp compound nmod nummod compound compound compound compound compound compound compound compound compound nsubj compound compound amod appos compound dobj mark nsubj prep prep pobj aux advcl dobj nsubj ccomp compound compound compound compound nsubj ccomp compound compound compound nsubj ccomp dobj amod amod dobj nmod nummod compound compound compound nsubj nsubj ccomp dobj advcl compound compound compound dobj conj xcomp amod compound compound compound nsubj acl dobj ccomp nummod nsubj aux advcl dobj amod compound compound compound nsubj conj nummod compound compound dative amod appos amod compound appos amod amod nsubj advmod ccomp nsubj ccomp dobj compound compound compound compound nsubj ccomp acomp amod advcl compound nummod compound compound compound compound compound compound nmod amod compound compound compound compound compound nsubj advmod relcl compound compound compound dobj amod nmod amod amod amod nsubj conj amod compound compound dobj nsubj xcomp dobj advcl compound dobj punct nsubj dobj xcomp dobj compound compound nmod amod compound dobj acl amod compound dobj advmod nmod nmod nummod amod nmod nmod amod amod dobj advcl cc conj npadvmod nummod amod appos nsubj amod compound compound compound compound nsubj ccomp compound compound nsubj ccomp xcomp amod dobj compound nsubj relcl npadvmod nummod compound compound nsubj npadvmod nummod nsubj aux ccomp nsubj ccomp compound compound nsubj acl amod compound dobj compound dobj compound compound compound appos acl conj aux ccomp xcomp compound compound dobj compound nsubj conj nsubj ccomp compound dobj advmod nsubj ccomp xcomp amod compound dobj nsubj conj nmod amod dobj amod conj acl amod amod dobj compound compound compound dobj nsubj advcl amod dobj prep pcomp compound nsubj ccomp amod compound dobj quantmod nummod compound nsubj aux dobj compound compound compound det amod nmod amod compound compound compound compound compound nsubj amod compound compound compound compound compound dobj compound nsubj ccomp nmod amod compound compound compound compound nsubj compound compound compound compound nsubj advcl compound compound compound compound compound nsubj ccomp nsubj conj nummod nsubj ccomp ccomp xcomp compound compound compound compound nsubj advmod conj compound nsubj ccomp advmod amod amod dobj advmod advcl amod compound compound nsubj ccomp compound nmod nmod nummod amod compound dobj nsubj acl compound compound nsubj amod attr nummod compound nsubj appos nummod compound nmod compound compound appos appos relcl aux advcl dobj punct nummod dobj compound compound compound compound punct intj amod nsubj compound compound compound nsubj relcl aux xcomp ccomp advmod amod compound nsubj nmod amod compound appos ccomp dative dobj advmod aux aux advcl dobj amod npadvmod nsubj conj nsubj aux aux ccomp xcomp nsubj ccomp aux neg compound nmod amod nsubj ccomp amod compound compound compound compound compound nmod amod compound compound dobj advmod pcomp amod dobj compound compound compound compound compound punct compound compound appos npadvmod amod compound nsubj ccomp compound dobj nsubj aux conj xcomp amod compound dobj amod compound nsubj relcl dobj acl amod dobj aux neg conj compound compound compound compound dobj compound nsubj conj csubj compound compound compound compound dobj ccomp dobj acl amod compound compound compound compound dobj ccomp compound dobj compound compound compound compound nmod amod relcl compound compound compound compound dobj amod dobj prep compound pobj compound compound dobj compound nsubj compound nsubj ccomp compound compound compound compound compound nsubj advmod ccomp npadvmod compound compound compound compound nsubj npadvmod compound nsubj compound compound nmod advmod amod compound compound appos nmod compound nmod compound nmod amod compound nmod amod appos ccomp compound compound dobj amod compound compound compound nsubj ccomp npadvmod amod xcomp compound compound dobj npadvmod npadvmod det compound nsubj acl amod compound dobj ccomp compound compound dobj conj compound compound nsubj advmod amod amod compound compound dobj prep compound compound compound compound nsubj nmod nummod nsubj pcomp compound dobj amod compound compound compound compound compound nsubj conj amod dobj acl compound dobj amod amod compound appos compound dobj compound compound nsubj conj dobj nmod nummod compound dobj nsubj dobj nummod compound compound det nsubj aux advmod nummod npadvmod compound nsubj conj dative nmod npadvmod amod compound dobj nummod npadvmod compound compound nmod amod nsubj conj compound amod compound compound compound compound advcl dep compound compound compound compound nsubj acl compound dobj ccomp nmod nummod amod dobj nsubj relcl compound compound compound dobj npadvmod npadvmod aux det compound ccomp det dep compound compound compound compound compound npadvmod nsubj aux xcomp dative amod dobj acl compound amod dobj compound compound nsubj compound appos appos appos nummod compound appos conj dobj punct compound compound nmod nmod compound compound compound compound compound compound compound compound nsubj nmod nmod amod compound nmod amod amod dobj appos nummod amod appos nmod amod nsubj acl compound dobj compound compound compound compound appos nsubj csubj dobj compound dobj ccomp dobj ccomp dobj advmod amod nmod amod compound compound compound nsubj ccomp amod dobj compound compound nsubj ccomp xcomp compound compound dobj prep pobj nummod nmod amod nsubj amod compound compound compound nsubj ccomp compound npadvmod det amod compound nsubj conj advmod compound nmod amod compound appos poss nsubj compound appos nsubj ccomp amod dobj dobj nummod prep nummod compound compound compound pobj prep nummod compound compound pobj compound nsubj relcl compound amod compound nsubj ccomp amod compound compound compound dobj compound npadvmod nummod nummod amod compound npadvmod nsubj conj nsubj ccomp xcomp compound dobj advcl xcomp nsubj nsubj amod dobj nsubj ccomp compound compound compound dobj compound compound dobj nmod nmod appos amod nsubj ccomp amod compound compound dobj amod compound nmod amod nmod amod compound nsubj conj nummod dobj xcomp amod compound compound dobj acl amod compound dobj acl dobj compound compound appos nsubj relcl compound compound compound dobj conj amod compound compound compound nmod det nmod nummod nmod acl dobj nsubj ccomp amod compound compound compound nsubj ccomp compound dobj compound nsubj advmod ccomp amod nmod amod nsubj ccomp xcomp advmod amod amod dobj conj compound compound compound compound dobj advmod amod dobj det nmod xcomp compound ccomp compound nsubj nummod npadvmod amod compound compound appos aux xcomp amod dobj advcl xcomp amod amod compound compound compound compound compound compound dobj xcomp compound compound dobj amod compound punct punct case compound compound nsubj nsubj acl nummod compound dobj dobj compound npadvmod expl intj nsubj parataxis nsubj aux dobj nsubj parataxis nmod nummod dobj cc conj nsubj relcl amod dobj acl compound dobj aux aux acl compound compound dobj amod amod dobj nmod compound dobj dobj det nsubj acl dobj appos advmod amod amod nsubj conj nsubj ccomp advmod compound nsubj advmod ccomp xcomp dobj ccomp xcomp amod dobj npadvmod det compound compound compound compound nsubj conj amod compound compound dobj compound compound nsubj compound compound compound appos amod compound nsubj neg relcl dobj acl nmod amod compound compound compound compound dobj amod ccomp compound dobj compound nsubj acl dobj dobj acl dobj dobj intj dobj compound npadvmod compound npadvmod compound compound nsubj ccomp amod compound dobj acl compound dobj prep amod pobj ccomp compound dobj nsubj npadvmod nsubj csubj xcomp compound compound npadvmod nmod amod compound conj appos amod compound compound compound compound compound compound nsubj compound compound nsubj ccomp amod dobj acl npadvmod amod amod compound dobj nsubj ccomp amod nmod amod compound compound nsubj ccomp neg amod compound nmod nmod nmod nummod nmod amod compound nmod amod nsubj ccomp amod npadvmod ccomp nmod nummod amod ccomp npadvmod amod compound compound dobj appos det nsubj amod compound compound compound nsubj ccomp nsubj ccomp dobj compound compound dobj conj compound dobj det nsubj nsubj ccomp amod appos nummod nummod amod amod compound appos compound compound compound compound compound appos det compound nsubj prep compound pobj amod amod dobj conj det compound compound compound compound compound nsubj dobj compound compound compound dobj advmod conj nummod npadvmod advmod compound pobj nsubj aux neg ccomp aux aux conj dobj intj prep amod amod amod pobj compound appos dep mark nsubj advcl amod compound attr punct nsubj prep compound pobj amod nsubj pcomp nmod amod compound dobj aux neg nsubj ccomp compound compound nsubj aux aux ccomp amod compound dobj compound compound compound compound compound compound nsubj amod advmod acl amod compound dobj ccomp npadvmod amod nsubj ccomp compound dobj oprd cc compound nsubj dobj compound nsubj ccomp compound dobj compound compound nsubj conj compound compound compound dobj punct nmod nmod nmod amod amod nsubj amod compound compound dobj nsubj dobj xcomp nsubj ccomp compound dobj advcl amod dobj advcl dobj nummod nsubj ccomp neg amod amod compound compound compound compound dobj appos det compound compound nsubj advmod nmod advmod nsubj ccomp amod dobj nsubj ccomp npadvmod amod compound nsubj ccomp dobj nummod compound compound compound compound compound compound compound compound compound compound compound nsubj compound amod nsubj compound compound compound compound compound nsubj ccomp dobj npadvmod amod npadvmod conj dobj acl compound compound dobj compound compound dobj compound compound compound appos nummod amod appos det compound nsubj aux ccomp npadvmod amod amod compound compound dobj ccomp dobj nummod npadvmod advmod compound compound compound compound ccomp prep pobj pobj advmod ccomp nsubj ccomp dobj acl advmod conj compound nsubj ccomp xcomp aux compound compound compound compound nsubj ccomp amod nsubj amod ccomp compound compound ccomp compound nsubj ccomp dobj advmod amod compound compound appos compound compound compound compound ccomp nmod nummod compound dobj poss dobj nsubj relcl amod compound compound compound compound compound nsubj ccomp nsubj ccomp compound compound dobj compound amod nsubj amod npadvmod amod appos prep pcomp compound dobj ccomp compound compound compound dobj compound amod compound appos compound dobj intj amod compound compound dobj nsubj relcl compound amod compound compound compound compound compound compound nsubj prep compound compound compound compound nsubj ccomp xcomp compound compound compound nsubj ccomp compound dobj nsubj aux neg csubj compound compound dobj acl poss dobj ccomp compound compound dobj nmod amod nmod amod compound nmod amod dobj nsubj conj advmod nsubj amod dep compound dobj acl xcomp compound compound dobj compound dobj acl dobj amod oprd xcomp dobj conj compound nmod nummod amod nsubj conj amod compound dobj amod nsubj ccomp dobj compound nmod appos amod compound compound dobj oprd nsubj ccomp compound compound compound compound compound nsubj acl amod dobj amod dobj intj conj xcomp compound dobj amod nsubj ccomp amod compound compound compound compound dobj nmod nmod compound compound appos cc compound compound conj conj advmod advmod acomp prep nmod nmod nmod cc conj nsubj conj compound compound compound dobj appos nummod dobj acl compound compound dobj prep amod det amod dobj acl amod npadvmod compound compound compound compound compound compound compound dobj ccomp npadvmod det compound compound nsubj conj ccomp conj dobj acl compound compound dobj nsubj relcl amod dobj compound compound compound compound compound compound compound compound nsubj xcomp dobj advmod ccomp amod dobj acl compound compound compound compound compound dobj advcl amod dobj npadvmod advcl amod amod dobj advcl advcl amod dobj compound compound dobj compound npadvmod nummod appos nmod nummod nummod compound npadvmod compound nsubj ccomp compound nmod nmod amod nmod amod dobj acl dobj ccomp nsubj ccomp amod nsubj acl dobj nummod compound compound compound compound compound compound dobj ccomp compound compound dobj amod nsubj advcl nmod nummod compound nsubj ccomp xcomp compound compound dobj compound appos det compound compound compound nsubj nummod npadvmod prep amod compound compound pobj compound compound nsubj ccomp compound dobj advmod amod compound compound nsubj ccomp amod dobj conj amod dobj det nsubj relcl compound compound nsubj conj compound dobj amod nsubj det npadvmod compound compound compound nmod amod dobj prep nsubj advmod pcomp aux neg ccomp compound compound compound dobj npadvmod advcl nsubj dobj nummod amod appos punct compound nmod nmod compound nsubj nmod nmod amod compound appos compound compound compound appos acl amod dobj nmod nummod compound compound nsubj ccomp compound compound nsubj conj amod compound dobj det compound compound appos advmod det nsubj relcl prep pobj acl compound npadvmod det nsubj ccomp compound dobj amod compound appos compound compound compound compound compound compound compound nsubj acl nmod amod dobj advmod advmod nsubj compound appos compound nummod compound appos compound compound compound compound nsubj ccomp dobj acl advmod xcomp compound dobj conj compound nmod nummod compound compound appos poss nsubj compound compound nsubj xcomp dobj nmod nmod amod compound amod nsubj ccomp compound compound dobj appos nummod npadvmod advmod nsubj compound dobj nsubj ccomp amod advmod compound nsubj amod nsubj appos relcl ccomp amod compound dobj aux neg dobj compound punct nsubj nmod poss advmod ccomp compound dobj amod dobj compound dobj npadvmod conj nsubj aux ccomp dobj dep nmod nummod compound compound compound nsubj advcl dobj nummod npadvmod nsubj ccomp advmod xcomp xcomp compound dobj compound compound nsubj prep compound pobj compound appos prep compound compound pobj compound compound dobj nummod nummod compound nsubj det nmod nummod amod nsubj compound dobj amod nummod npadvmod nsubj advmod amod dobj appos nummod compound compound compound nsubj ccomp dobj advmod compound compound ccomp nsubj prep pcomp compound compound nsubj dobj nummod aux xcomp advmod nummod npadvmod nummod amod appos advmod amod nsubj aux neg dobj compound nsubj ccomp amod compound nsubj ccomp amod amod dobj prep compound pobj compound amod compound ccomp advmod amod compound compound appos acl compound dobj compound compound compound amod appos relcl conj compound dobj punct compound compound nummod compound punct compound nmod nummod nummod compound nmod compound compound compound compound compound nsubj dobj compound compound compound ccomp dobj advmod acl nmod nummod amod dobj nsubj advmod relcl compound compound compound nsubj parataxis xcomp xcomp compound dobj ccomp dobj npadvmod nummod nsubj relcl compound compound compound nsubj dobj compound dobj ccomp dobj compound compound compound compound compound nsubj ccomp compound dobj compound appos det appos det compound compound appos prep pobj nummod nsubj nsubj nmod nmod nummod nmod nummod dobj nummod nmod nummod compound compound compound compound compound compound compound compound compound compound compound compound compound compound nsubj ccomp amod dobj compound nsubj ccomp dobj mark compound nsubj advcl xcomp dative amod compound nmod amod dobj nsubj aux advmod relcl dobj compound amod dobj xcomp compound compound compound dobj advmod advmod xcomp amod dobj amod nsubj nmod amod dobj dep dative nummod compound compound poss amod compound compound compound nmod appos acl dobj nsubj amod nsubj det compound compound dobj mark expl ccomp compound attr nummod appos appos amod compound compound compound appos compound compound compound compound compound compound nsubj dobj nmod nmod nummod dobj nsubj aux relcl amod compound compound dobj acl xcomp compound compound dobj compound npadvmod nsubj csubj compound nsubj nummod aux nsubj compound compound compound dobj nsubj ccomp amod compound dobj acl amod compound compound dobj ccomp nmod nummod compound compound dobj npadvmod conj dobj advmod prep pcomp compound compound dobj cc conj advcl dobj prep compound compound compound pobj compound compound appos nsubj pcomp xcomp conj compound dobj compound compound nsubj advcl compound compound dobj nummod compound compound compound compound compound appos compound npadvmod nsubj amod compound compound compound dobj cc compound conj cc compound compound compound compound nsubj aux dep conj nummod dobj det amod nsubj dep nmod amod dobj prep pobj nummod compound npadvmod punct intj amod compound compound nsubj intj advmod amod amod amod nmod amod nmod amod compound compound compound attr npadvmod npadvmod nummod quantmod compound nummod compound compound nsubj advmod conj xcomp nmod nummod compound dobj cc conj xcomp nummod nmod compound compound compound dobj advcl compound compound compound compound compound compound dobj amod nmod compound amod compound compound appos prep pobj advmod appos compound nummod amod appos nummod compound compound compound compound nsubj acl amod dobj compound amod dobj acl compound dobj prep compound compound pobj nummod advcl dobj advmod det compound compound compound compound compound compound compound compound appos advmod compound relcl compound compound compound compound compound compound dobj advmod advcl dobj nsubj cc conj compound pobj nummod npadvmod advmod compound compound compound compound appos amod amod compound compound dobj prep nmod nummod compound compound npadvmod compound compound nsubj pcomp amod dobj nummod nsubj acl compound compound dobj npadvmod nummod amod amod compound compound amod compound dobj advmod compound npadvmod conj compound dobj appos nummod nsubj compound compound compound dobj advcl amod amod nmod nummod npadvmod compound compound nmod compound appos expl compound nsubj compound compound dobj dobj dobj amod compound nsubj advcl compound compound compound dobj nsubj advmod parataxis nsubj aux ccomp ccomp dobj dobj det nsubj ccomp nummod compound compound compound dobj advmod compound appos intj nsubj amod dobj aux neg ccomp npadvmod amod amod compound compound dobj ccomp compound compound nsubj ccomp aux neg ccomp compound nsubj nummod ccomp compound compound amod compound compound dobj compound compound compound compound compound appos nmod amod compound compound compound nsubj ccomp compound compound compound compound compound compound compound compound npadvmod nummod compound nsubj advmod acl compound compound compound compound compound compound compound compound compound dobj aux neg ccomp dobj npadvmod nsubj intj aux neg dobj aux neg ccomp conj compound dobj aux neg conj dobj punct compound nsubj csubj dobj nummod poss amod amod amod dobj xcomp compound ccomp compound compound npadvmod compound dobj acl amod dobj advmod neg acomp compound compound nsubj acl compound dobj dobj conj nsubj ccomp compound nummod nsubj ccomp nmod amod compound compound dobj conj compound nummod dobj amod nummod nmod nsubj ccomp compound dobj advcl compound compound compound compound nsubj ccomp xcomp dative det amod compound nmod compound dobj nummod npadvmod nsubj compound compound compound compound nsubj ccomp compound dobj advmod conj xcomp dative amod amod nsubj ccomp compound dobj dobj advcl amod nmod nummod amod compound compound compound nsubj ccomp compound compound nsubj dobj dobj compound nsubj compound appos compound appos compound compound compound compound compound compound compound compound compound compound compound punct compound compound compound compound appos nummod dep neg ccomp neg amod compound compound compound compound nsubj aux neg ccomp dobj det nsubj compound dobj conj amod dobj prep amod compound nummod compound compound pobj compound compound compound compound appos advcl compound compound dobj acl amod compound dobj acl amod compound compound compound compound compound compound dobj det npadvmod compound nsubj compound dobj prep advmod amod compound pobj compound nsubj conj amod compound compound compound nsubj ccomp mark nsubj advcl amod dobj prep pobj nummod nmod nummod dobj nsubj ccomp compound dobj nmod appos nummod advmod amod amod amod appos aux advcl compound dobj advmod aux xcomp prep compound pobj dobj acl nsubj ccomp dobj nummod compound compound nsubj acl compound dobj advcl compound ccomp compound nmod nmod nmod amod compound compound compound compound compound amod compound compound compound compound appos ccomp dobj nummod nummod compound nsubj nsubj ccomp advmod amod dobj compound nsubj conj amod dobj cc nsubj aux neg xcomp dobj ccomp dobj acl dobj det nsubj ccomp aux xcomp amod dobj conj dobj aux neg dep dobj xcomp aux xcomp xcomp compound dobj nmod nummod compound nsubj ccomp xcomp xcomp compound compound dobj aux neg ccomp amod compound dobj amod compound dobj advmod nsubj aux compound compound dobj acl compound dobj advmod amod compound nsubj ccomp compound compound compound amod compound compound compound nsubj conj amod compound nmod nmod amod appos compound compound compound nmod amod nsubj conj compound compound amod amod compound dobj nsubj aux relcl amod compound dobj advmod compound compound dobj nmod nummod compound compound nmod compound nmod amod dobj acl dobj amod dobj aux ccomp dobj amod prep advmod amod dobj amod nsubj conj compound dobj nummod compound nummod dobj compound compound compound compound compound compound nsubj acl compound dobj prep pcomp dobj advmod amod compound compound compound compound nsubj nsubj amod dobj amod compound compound dobj compound appos xcomp amod amod dobj ccomp nsubj ccomp amod nsubj amod nsubj ccomp advmod npadvmod amod compound compound appos compound appos nsubj compound npadvmod acl advmod advmod amod compound compound dobj aux neg ccomp dobj nummod compound nsubj acl dobj advmod advmod amod nsubj ccomp nummod amod amod compound nsubj nsubj dobj amod det amod compound nsubj appos advmod compound nsubj ccomp dobj compound compound compound compound nsubj conj compound compound amod compound dobj amod appos nummod nmod compound compound appos advmod dep compound compound compound dobj nummod compound npadvmod compound nsubj appos amod appos appos nummod amod compound appos compound compound compound compound compound appos acl amod dobj nummod nmod advmod amod compound compound dobj ccomp compound compound compound compound compound compound compound compound dobj nsubj conj compound compound compound compound compound nsubj ccomp dobj amod amod nmod amod nsubj ccomp compound compound compound compound nsubj conj amod amod dobj acl compound nsubj ccomp dobj aux neg conj nsubj ccomp compound compound compound nsubj conj dobj acl compound dobj nsubj ccomp compound nsubj ccomp nmod compound dobj dobj acl dobj compound compound compound dobj dobj nummod aux conj amod dobj compound compound nsubj ccomp xcomp amod dobj poss amod nsubj conj amod amod advcl dobj mark compound nsubj advmod advmod advcl acomp prep pobj acl nummod det compound nmod nmod amod compound compound appos compound appos nsubj csubj amod dobj ccomp nummod compound compound dobj amod amod compound compound compound compound compound compound npadvmod acl nmod nummod dobj amod amod amod npadvmod amod appos xcomp compound nummod compound compound dobj compound nmod amod compound npadvmod compound compound appos compound compound compound compound compound nsubj ccomp dobj compound nummod compound dobj appos nummod amod appos advmod compound compound nsubj relcl amod dobj nsubj relcl compound compound compound compound compound compound appos acl advmod xcomp intj xcomp nsubj conj dobj acl dobj acl dobj advcl amod amod compound dobj advcl dobj xcomp cc nmod amod nsubj conj compound nsubj ccomp amod dobj conj nummod compound dobj nmod amod compound nsubj amod compound compound ccomp compound dobj acl dobj acl compound compound compound dobj det nsubj dobj amod dobj nsubj aux advmod dobj compound ccomp dobj nsubj relcl acomp nsubj compound compound nsubj aux neg ccomp compound dobj compound npadvmod nsubj advmod amod amod compound compound compound compound nsubj ccomp amod compound compound dobj compound compound compound compound compound compound compound nsubj acl dobj det compound appos advmod dobj prep compound nmod amod amod pobj dep dobj nummod amod npadvmod advmod appos dobj advmod compound compound nsubj advcl nummod compound dobj compound appos appos mark compound nsubj advcl nsubj advmod ccomp amod dobj conj compound compound compound nmod amod nsubj conj compound compound nsubj ccomp advmod amod amod amod dobj nsubj parataxis nummod compound compound dobj advmod compound nsubj amod compound appos acl compound compound compound compound compound compound dobj appos punct compound nsubj nsubj dobj xcomp advmod nsubj nummod advmod advcl advmod amod compound compound nsubj ccomp dobj compound nsubj ccomp nsubj advmod ccomp xcomp dobj poss nmod advmod dobj nummod amod amod amod compound compound compound compound npadvmod compound dobj acl dobj mark advcl amod compound dobj nsubj relcl nsubj ccomp xcomp dobj nummod compound nmod amod npadvmod amod compound appos advcl nmod compound dobj advcl compound compound nsubj ccomp amod amod amod dobj nsubj compound compound nmod relcl compound compound compound dobj advcl nummod compound compound npadvmod advmod nmod nummod compound appos appos compound nsubj nummod ccomp nmod amod amod amod compound attr nsubj aux relcl dobj nsubj relcl compound advcl amod dobj advcl nsubj dobj amod dobj appos advmod nmod nummod nmod nummod nsubj advcl nummod nummod amod dobj nummod nmod nummod amod compound nmod nmod amod compound compound compound compound nsubj compound compound amod compound compound nmod amod compound compound nsubj compound nsubj neg ccomp compound dobj compound compound compound appos amod compound nsubj nmod nmod compound nmod amod nsubj appos nsubj advmod compound dobj conj compound dobj amod compound amod nsubj compound dobj appos punct compound compound amod nsubj aux neg dobj nmod nummod amod compound dobj acl compound dobj compound dobj amod npadvmod compound compound compound compound compound compound compound dobj acl compound dobj det compound compound acl nummod compound compound compound dobj amod appos compound compound appos nsubj relcl dobj compound compound dobj compound npadvmod intj amod compound compound nmod amod nsubj aux amod dobj prep pobj compound pobj amod 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compound compound compound compound compound compound compound compound compound compound nsubj nsubj xcomp xcomp nmod amod compound compound dobj nmod nummod dobj acl amod amod compound dobj acl amod dobj compound nsubj advcl advmod xcomp amod compound compound attr dobj xcomp advcl compound compound dobj punct nsubj compound compound nsubj amod dobj advmod aux advcl nsubj ccomp conj dobj compound dobj advmod conj compound compound nsubjpass auxpass ccomp amod npadvmod amod amod compound compound dobj det amod compound nsubj nsubj ccomp dobj dobj nummod nsubj relcl cc nmod amod npadvmod amod nsubj advcl compound compound dobj npadvmod amod nsubj advmod nmod nummod dobj acl advmod compound compound compound compound dobj det nmod nummod appos aux aux compound ccomp det compound compound compound compound dobj advcl conj compound compound compound compound nsubj compound compound nsubj conj compound compound nsubj ccomp nmod nummod dobj advcl amod amod compound dobj advmod advcl intj 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compound dobj nmod nummod nsubj compound dobj ccomp poss compound dobj xcomp amod amod npadvmod nummod nmod amod amod compound compound dobj conj prep amod pobj conj amod dobj amod compound compound dobj nsubj ccomp acomp dep compound compound attr cc conj det nsubj nmod nmod nummod nsubj advcl amod compound compound compound compound compound compound compound compound compound nsubj xcomp compound compound compound compound nsubj conj amod nummod compound compound nsubj conj amod compound compound nsubj amod dobj dobj nsubj relcl compound compound compound dobj advcl amod compound compound compound dobj
In [17]:
Q2_df_2 = pd.DataFrame(columns = ["Text", "Start Character", "End Character", "Label"])

for entity in doc.ents:
    Q2_df_2 = Q2_df_2.append({"Text": entity.text, "Start Character": entity.start_char, "End Character": entity.end_char, "Label": entity.label_}, ignore_index=True)

Q2_df_2.head(5)
Out[17]:
Text Start Character End Character Label
0 Canada 43 49 GPE
1 Sheds 486 491 NORP
2 Austin 556 562 GPE
3 Texas 563 568 GPE
4 Philippines 775 786 GPE
In [18]:
options = {"ents": ["GPE", "MONEY", "QUANTITY"]}

displacy.render(doc, style="ent", options=options)
pause economic activity dent rubber prices Canada GPE Remember thank working essential services responders grocery store pharmacy staff taxi bus drivers police officer firefighter utility worker Thank You covid19 coronavirus USA You didnt read post carefully The COVID 19 impacts real But drop stock prices doesnt necessarily translate drop demand majority everyday buyers Why youre talking Cannes France Covid 19 Blackstone buys logistics assets demand soars online shopping health crisis Sheds rainbow curved air kiev Hey love talk workers Workers fill form Austin GPE Texas GPE lot stores closed coronavirus youre online shopping dont forget research youre buying Try purchase brands making environmentally friendly decisions sustainabilitytips Sustainability onlineshopping Republic Philippines GPE support government efforts fight spread COVID 19 City Paranaque closed notice However Supermarket Watsons BDO Carpark remain open let fight COVID 19 London GPE First time supermarket 10 days shelves like CoronaCrisis Nagpur India Why Government transmitting benefits fall Cruds oil prices mean big slash atleast bring like petrol prices 60 litre crudeoil PetrolPrice coronavirusindia COVID2019 probably local lately wondered What happened sign The End The taken lives caused lose PRESENTED Living Waters Wellington New Zealand Heres info bank help Covid 19 Fremont GPE childhood friend says Vermonters panic buying food guns ammo Now theres barometer showing high pressure coronavirus When actually score grocery store Covid_19 SocialDistancing SundayMotivation Los Angeles London Advertising Agencies need message There plenty food Stop panic GLIUMEDIA Westport New York GPE What brands Amazon expect right Our Marketplace Strategy Rina Yashayeva describes consumer search behavior changed Amazon reacting COVID 19 Amazon COVID19 CAN AFRICA WORK LINE new survey shows 80 people asked work home Covid 19 productive They spending time social media entertainment shopping working Africa ready work online Liverpool England work supermarket Wednesday ANYONE shopping essentials trolleys getting punch throat COVIDIDIOTS CoronavirusUK CoronavirusBillUK Coronavirus UKlockdown UKLockedDown CornavirusOutbreak Moscow Coronavirus isnt wreaking havoc health poised feed Middle East unrest possibly terrorism Experts agree punch COVID19 resulting lower oil prices exacerbate problems Iran GPE Iraq GPE Havant Constituency 3rd parties pushing price ffp2 masks 5x people need This criminal offense codice penale art 501bis decent human beings prices moderated update yesterday base rent Malaysia Singapore walking supermarket food run thinking prolong sweet ecstacy browsing aisles watching humans afar like zoo SocialDistancing Covid_19 Barcelona Home supermarket 116mx2 Nobody street Goooo power live life covid 19 coronavirus alltogether barcelona santpau gaudi Berkeley The biggest airlines spent 96 free cash flow decade buy shares stock order boost executive bonuses wealthy investors Now expect taxpayers bail tune 50 billion MONEY Its old story London GPE coronavirus pushes carbon price 16 month low Naivas Supermarket rewards Baringo Commander Ibrahim Abajila officer Amina Mutio Ramadhan sets gift vouchers exemplary service enforcement curfew extends temporary store closures furloughs workforce retail steinmart coronavirus housewares homeworld youre telling work supermarket putting literal fucking life line doctor nurse covid 19 shit right minimum wage What kind fuckery Mxico Cattle gridlock border delays add coronavirus strain meat trade Washington GPE China GPE showing signs recovery However recent QuickTake pointed recovery hampered shutdown business travel events slowing consumer demand internationally virus hits rest world covid_19 Canada Key Food Prices Are Surging After Virus Upends Supply Chains USA Australia Subsistence miners lose CoronaVirus crushes local gold prices think 28 Days Later scene supermarket shelves nicely stacked coronavirus Earth working till Friday teaching online Then spend time sister grocery store Covid_19 coronavirus Quarantine grocery store chains food companies audit products stock sell folks leaving products shelf time like food industry probably isnt calling coronavirus MENA Perceived danger covid19 high UAE downplayed slightly youth westerners The majority feel state coronavirus crisis concern higher youth locals Download report Minas Tirith Interspar local supermarket asking customers limit purchases 5kg QUANTITY 10 pieces item Bangalore INDIA Consumers needs different stakeholders Covid 19 crisis wonder similar different needs Indian Healthcare Consumer context Tesco latest supermarket create jobs meet surge coronavirus COVID19 COVID 19 Covid_19 corona CoronavirusOutbreak prepper survival bushcraft follow Huntington Beach GPE Due Covid 19 Virus BASEBALL CARDS PLUS retail location close 2 weeks SUPPORT effort wipe faster taking store phone orders shipped FREE period Plus Ebay Store offering day service Londonderry Northern Ireland THE MARXIST NANNYSTATE Police Officer Orders Family Back Inside For Playing Their Yard Others PROWL Supermarket Aisles Looking For Shoppers Buying Non Essential Items CommonPurpose Soros Rothschild coronavirus HappyEaster Wichita Kansas Meitzner says Sedgwick legal department working grocery stores possible designated shopping hours vulnerable populations ensuring theres hand sanitizer etc employees kakenews coronavirus covid19 New Jersey USA week important stay home Birx said skip drug store grocery Covid_19 COVID19 abc7ny ABCNews CoronaCrisis Covid_19 weird eerie scene England GPE Deserted streets buses lots seats trains bare supermarket shelves shuttered shops Even Jacket potato stall shut people walking clutching shopping bags unusual items Dublin GPE holidaytrip months Should cancel cancel late pay higher fees Know consumerrights airtravel seatravel amp packageholidays COVID2019IRELAND Irishconsumers Hoboken Over week span 25 000 meals distributed volunteers nearly 600 Hoboken seniors help indoors reduce trips outside home coming protect Hobokens vulnerable population COVID 19 remain HobokenStrong Day 7 isolation Supermarket shelves Its time FAST FOOD ChinaVirus coronavirus isolationandchill England GPE United Kingdom Coronavirus Economics Hiding Behind The CoronaVirus veil The Massive Preparation shadows The New Currency Shock Digital Dollar Proposals Set Bitcoin And Crypto Prices Alight Singapore Lock Freeze bills rents mortgages Give 1000 month months 60bil Continue food supply chains army reservists volunteers deliver online food orders Woolworths Coles etc national operation Coronaaustralia Boston Who list emergency workers days coronavirus health crisis Did remember add grocery store workers COVID19 coronavirus Singapore COVID 19 limited shopping brick mortar stores online shopping story unexpected catalyst tech adoption Atlanta GPE sorry inconvenience You minimize impact COVID 19 credit Talking lenders creditors Paying Staying date credit reports Considering adding consumer state New York GPE The best credit cards maximizing purchases grocery store Covid 19 Lockdown Know Your Online Grocery Shopping Options Manchester great news isolation supermarket deliver food week Some 3 weeks And people shouldnt stock glad support friends family scary didnt cfprobs isolation coronavirus London New announcements running tube stations All TfL services solely focussed ensuring critical workers needed You public transport travelling essential journeys StaySafeStayHome The pandemic impact cruise operators department store chains pulled amp 500 Consumer Discretionary index March The amp 500 Consumer Discretionary index fell 13 2 month Tampa Coronavirus Business Impact 2020 Get recent reports retail store closures convenient interactive map powered CSG Locus 39 924362 85 959195 Connect live consumer panel lunch today questions answered whats going consumers right MRX Webinar Coronavirus Shops need hold basic stock reserve emergency workers Its fair Tucson People Tucson apparently desperate ToiletPaper They stay home amp order online Coronavirus COVID19 place higher prices pickup volatility ahead 2020 halving pandemic threatens disrupt cross continental BTC mining operations Get market update The The Local Australian supermarket yesterday Vitamins amp health food fully stocked paper products Even paper plates gone Covid_19 panicdemic Texas GPE USA Why need Don know people wipe butts Toilet paper Chan deliver divine justice greedy Forbidden 3rd floor corridor expiration use masks How sanitize mask everybody city bought hand sanitizer Lysol Will bleach deteriorate fibers COVID2019 coronavirus Pantopia You kind thanks working line trashmen postwoman delivery people truckers supermarket employees pharmacists doctors nurses keeping world going 19 South Carolina USA GPE officially shelter order Days blurring week forever thought going grocery store causes anxiety What crazy time QuarantineLife coronavirus StayHome WhatDayIsIt Lindenhurst USA Going vote grocery store Wish luck IllinoisPrimary COVID2019 needfood VoteBlue2020 Washington GPE There case mandating higher prices incentivize greater COVID 19 testing CARES Act provision poorly targeted amp inefficient purpose Could windfall unscrupulous actors United Kingdom Solutions COVID19 supermarket supply problems PMG Tumbling gas prices Parkmead red PMG OOTT coronavirus PMG New York Experts infectious diseases virology foodsafety share tips stock food toiletries picking coronavirus COVID19 GroceryShoppingTips Melbourne Victoria What exciting joining trip SUPERMARKET new little series calling CovidCam couldnt think better Corona Cam 1 Trip Supermarket coronavirus personally like THANK YOU community members working lines Doctors Nurses medical personnel grocery store employees service people working shit lives functional COVID19 CoronaCrisis Georgia GPE TrumpVirusCoverup mondaythoughts BlackLivesMatter SocialDistancing TrumpPressConf StayAtHome COVID19 Report morning People home shopping online Guess bought stock Amazon CoronavirusUSA Pelosi DearneValley Yorkshire Just supermarket bought things need immediate use plus couple things 90 year old surprised clearly Over 70 year olds shopping crowded aisles COVID2019 Houston COVID 19 wont similar Great Recession unemployment amp stays EOD gov steps consumer amp business people income necessary curb activity beat COVID 19 temp GDP retraction shouldnt surprise Peterborough England Peterboroughs police chief praised food shop staff promised support challenging times coronavirus Arizona GPE wan na send nude working line right appreciate Retweet tag working right grocery store workers police doctors nurses coronavirus HealthcareHeroes coronavirus OvercomeCOVID19 Hope people inflating prices face masks hand sanitizers suffer special kind suffering Covid19InSA Covid19SA Covid_19 CoronavirusInSouthAfrica CoronaVirusSA Dubai Considering COVID 19 pandemic revised prices best suite clients needs promote products services marketing advertising activity interrupted England GPE United Kingdom GPE ageuk StayAwareStaySafe coronavirus lockdownuk Isolation elderly neighbour Who self isolating called ask couple bits supermarket neighbour informed filled government online form havent heard Michigan GPE USA Trying find senior parents toilet parents like think cart sorry stock Hoarders toiletpaperhoarders overbuying coronavirus toiletpaper ToiletPaperApocalypse New York City Demand GPE wont disappear QSR drive curb pick superior solution delivery apps dent margins From QSR Magazine London Covid19 dramatic long term impact consumer shopping habits speeding shift online retail new study suggests Read wonder theres going High Street boom Covid_19 coronavirus shutdowns world maybe people want local High Street staying indoors online shopping Just thought India Alarming informative video watch How particles single cough remain air spread indoor environments like Please Retweet help stop spread save lives Rehoboth Beach SUPPORTLOCAL Shopping Delawares local retailers boutiques restaurants breweries easier online ordering direct shopping curbside pickup View states products COVID 19 updates page Austin Mexico City GPE announced longer consumer demand sticks From manufacturing farming mom pop Main Street businesses Iowa GPE rural economy faces widespread challenges battles coronavirus crisis Iqtisadis survey Damascus GPE markets notes large jumps food prices March heightened demand following fears COVID 19 spread including 75 jump price flour Its complete panic amp havoc resulted increase essential food prices Request kindly advice instruct Govt ensure support smooth movement essential services control food prices Regards Amitav Roy CoronavirusLockdown COVID2019 Worcestershire Those local shops charging 10 toilet roll 7 99 hand sanitiser inflated prices basic essentials remember coronavirus wont forever youll need customers soon going Dont come bowl hand begging wankers need hit Resident Evil 4 Merchant toilet paper toiletpapercrisis toiletpaper toiletpapermeme toiletpaperchallenge toilet residentevil4 coronavrus coronavirusmemes coronavirus coronaviruspandemic memes charmin capcom While self quarantining inside homes let forget men women lines LEOs firefighters EMS EMT doctors nurses CNAs grocery store workers truck drivers countless Keep prayers Covid 19 Odisha GPE food supplies minister urges people resort panic buying Atlantic Beach GPE Folks Jacksonville GPE need learn social distancing grocery store people reaching people stay 6 feet QUANTITY wait turn coronavirus Mid tier miner Petra Diamonds sees 27 drop prices withdraws best stones recent sale buyers opportunistic depressed market temporarily closes Tanzania GPE reduces operations Covid_19 Mississauga Ontario Cash Carry remain closed online shopping 24 7 work home email questions coronavirus covid19 quarantine isolated stayhome stayhealthy staysafe hopetoseeyousoon Barrie Ontario recently fielded study leisure travelers perceptions related travel current global pandemic Check results latest blog Stone Staffordshire They said going supermarket wearing mask gloves fine They lied Everyone wearing clothes Covid_19 CoronaCrisis coronavirusuk Local food banks struggling increasing demand food insecure Nebraskans COVID 19 pandemic Denver Colo thankful medical professionals responders But days COVID 19 thankful men women drive long haul trucks stock grocery shelves grow food power homes lives Thank essential workers Italy GPE lockdown extended May 3 Anyone thinking lockdown ends May 1 Ive got bridge sell Clitheroe England Anyone looking remote video editor hit discuss prices coronavirusUK covid19UK coronavirus videoeditor videoediting London GPE Were calling declare food manufacturing staff Key Workers help industry maintain food supplies particularly schools shut prompting higher demand shoppers Salford took photo plenty bread local supermarket panickbuying pandemic ChinaLiedPeopleDied coronavirus CoronaVirusUpdate CoronaInPakistan ThursdayMotivation coronavirusindia covid19UK FightCOVID19 workingfromhome World From making hand sanitizer donating non profit organizations Over 50 Beauty brands Are Supporting coronavirus Relief Efforts periphery periphery The collective response pandemic panic buying grocery stores restaurant closures bound inflate food waste food loss experts time food insecurity rise France Coherent overview effects oil price slump amp Riverside Grocery store employees ask toilet paper United Kingdom GPE consumer survey undertaken Brightfield found 39 people indicated expected use CBD Covid19 crisis Louth Ireland Just heard Michael Bolton wireless far biggest positive crisis far pipping huge reduction fuel prices post Covid_19 Oklahoma COVID 19 wrecked economies countries Manufacturers waiting result steel prices remain stable time 65 Maple Ave Florida GPE 10921 CDC APPROVED USED HOSPITALS KILLS VIRUSES amp Have Presenting ROE 845 651 4025 Call Pay Pull amp HudsonValley OrangeCounty WarwickNY FloridaNY COVID19Pandemic coronavirus GoshenNY accessibility justice hugs hope Does neuropathy know way open trash bags amp flimsy grocery store bags veggies fruit easily cant feel bags Last week socialdistancing think ppl wouldve come help They motioning couldnt like Pittsfield Massachusetts grateful farmers working hard support food security nutrition emergency Support local farmer shopping farmers mkt ordering online delivery USA Inspired News Instagram Paint company SherwinWilliams combat coronavirus pandemic producing hand sanitizer donating 250 000 Louisville GPE Can stop wasting limited Covid_19 tests asymptomatic NBA players love guys testing asymptomatic people shouldnt start healthcare workers grocery store workers Worldwide SAS says restoring balance consumer goods supply chain require changes forecasting amp demand planning retailers CPG companies Read tips coronavirus Montreal Quebec Canada Toy Van wooden toys stock Enjoy selection wood toys lowest prices toystore toys games smallbusiness coronavirus wereopen kidstoys Anytown Anywhere assured Police PPE need family member line Police hand sanitizer allegedly available coronavirus StayHomeSaveLifes Brentford JAMES GOULD SHOW live today video coronavirus CoronaCrisis corona virus pandemic panicshopping music rock toiletpaper London GPE VirusCorona life video movie streaming entertainment performance cool sun smile happiness fun news awesome Sydney Australia coronavirus power Walk supermarket holding pack toilet paper walk day Pakistan GPE The chicken prices facing significant fall crisis emerged coronavirus outbreak country lockdowneffect Covid_19 MMNewstv Thousands deemed especially vulnerable struggled book home delivery despite told priority Kharagpur West Bengal GPE India GPE 10 Indians breaking lockdown nation wide online survey Prof Bhargab Maitra Recommendations pass temporary accommodation restricted transportation age wise staggered shopping hours amp days SocialDistancing Moncton Prices plunge pumps nbnews COVID19 coronavirus gas Supermarket redefined curfew 19 London GPE United Kingdom GPE The chance COVID2019 stay home 28 days Governments world instruct people country stock appropriate arrangement food 2 days Southern California USA good things come CoronaVirus Lower gas prices traffic freeways coronavirus CoronavirusOutbreak abc7eyewitness Bowling Green Bowling Green Farmers seeing corn prices drop COVID 19 foreign affairs Cleveland GPE updates grocery stores shopping experiences weekend today let know Which store stock What COVID19 Coronavirus LOTL United States Canada GPE country theyre selling selling masks highest bidders cking planet fat bonuses jack stock prices Ame Coimbatore India COVID 19 Prevention Tips Ask Doctor Now COVID19 StayHome SocialDistancing Coronavirus virus icliniq100hrs life handwash sanitizer Miami Equity GPE analyst Pierre Ferragu says consumer demand strong supply infrastructure healthy unable function COVID 19 pandemic Listen convo economic shutdown affect tech industry London GPE England Nuttall milkman Blackburn people London GPE ringing ask drive hours deliver milk said spoke milkmen suddenly wild demand pandemic Canada Burnaby dairy plant sees skyrocketing demand COVID19 Saputo Inc says seeing shift demand products amid COVID 19 outbreak retail sales skyrocketed orders food service operators fell Florida GPE USA The biggest mall area closed Yet store work open coronavirus Retail Hertfordshire Our CEO Dave Lewis written customers share latest response COVID 19 including 30m package support communities including 25m food donations programme Plans increase number online shopping slots prioritise vulnerable customers Malawi Addressing nation Tuesday March 24 2020 fourth time week President said people risk losing trading licences let know suppress account late fees disconnected You find info JJG Elkton Thank Thank Thank Port House Grill Weaver Liquors combined effort provide local volunteer fire companies homemade hand sanitizer awesome Bolivia GPE long term effects COVID 19 Advertisers asking forced shift consumer behavior going long term effects buying patterns Michigan Household Products That Destroy Novel Coronavirus Consumer Reports Stay safe Michigan TuesdayThoughts FamiliesFirst coronavirus Washington The COVID 19 epidemic presenting policymakers opportunity consider new approach UBIa cash transfer stimulate consumer demand writes Manchester England utterly astounds middle coronavirus pandemic people worried catching potentially deadly respiratory disease remove face masks fag queue supermarket Out fucking standing Tampa GPE What experience finding essentials store CSGpolls coronavirus COVID19 grocery retail South West England Should supermarkets prioritising online deliveries click collect vulnerable frightened shopping incase contract coronavirus coronavirusuk Stamford GPE LVMH swapping luxury wellness midst Coronavirus pandemic Read LuxuryFashion COVID19 BrandCSR GartnerMKTG CMO Brilliant initiative india GPE providing 3000 food packets adopted villages Ely England There look You know youve raised prices You know covid 19 crisis And novv youre closed lavv charging members facilities cant use Australia GPE BREAKING tests positive mild symptoms Watch GBP prices BBC All trading involves risks Portland GPE necessarily true Masks4All policy means people masks away healthcare workers immediately stop practicing SocialDistancing sew wear solo trips toronto All hands deck Grocery store executives taste hard life coronavirus lines Worcester Covid_19 supermarket plan priority shopping time elderly NHS staff Not convinced wisdom inviting group likely contact virus shop time group vulnerable justsaying British Columbia Thank WomenPeacebuilders responding needs communities dealing reality responders community Please know Yemen GPE pakistan GPE Uganda GPE Good morning linda Mother Nature moving happy buds trees heading grocery store outside clean flower beds StaySa Northampton What today Power sanding going grocery store selfcare socialdistancing powersanding fixingupthehouse bestnorthamptonrealtors realtor realestate realestateagent realestatebroker Farnborough England Thousands news jobs advertised meet demand sectors Check latest analysis covered morning Tempted online shopping coronavirus lockdown Think looks environmental impact fast fashion spoiler alert isnt good Ahmedabad India Understanding COVID 19 effect online shopping behavior best decisions brand uncertain times affraid covid 19 ill spend evening crowded supermarket McNairy County GPE Tennessee GPE The FDIC released special edition Consumer News publication focuses consumers need know coronavirus pandemic means finances Berlin GPE Deutschland GPE The forecast stated Georgia GPE experience substantial slowdown 2020 COVID19 pandemic lower oil prices Coronavirus New York London Singapore Asia The Canadian Dollar fall alongside prices market open virtual meeting pushed The Australian Dollar rise weekend stock futures gain USDCAD AUDUSD Chicago Thug Just supposed 6 feet QUANTITY apart grocery store etc doesnt mean cant eye contact hello like normal fucking human smile Walmart street look like youre nuts WTF SocialDistancing COVID19 Newcastle Upon Tyne England Great people sticking SocialDistancinguk local supermarket Mind dont think COVID2019 catch speed racing store Shouldve gave fixed penalty ticket Ottawa Canada grocery store lineup 20th line socialdistancing faithfully kept amazed PPE masks find Pandemic driven shopping left grocery stores barren But retailers products return shelves urge customers panic hoard items Kingsport Day quarantine bought grocery store QuarantineLife coronavirus COVID19 SocialDistancing San Francisco GPE nonprofit helping feed hungry sees demand skyrocket pandemic You guarantee people moaning people going ones panic bought fucking food meaning people 3 supermarkets dont usual weekly food shop coronavirus COVIDIDIOTS fuckpanicbuyers Mankato Minnesota GPE This food shortage issue Instead demand simply shifted people stocked personal fridges freezers pantries food available refill stocks feed crisis COVID19 Coronavirus Zoom Stunts Toilet Paper Relay StayHomeMN StayAtHomeChallenge stayhomechallenge StayHomeStaySafe Covid_19 coronavirus zoom SocialDistancing toiletpaper toiletpaperrelay Sydney GPE New South Wales Ill writing locked indoors newsletter early week Includes thoughts building consumer product experiences healthcare MSCHFs antics madness stock market amp COVID 19 virtual meetup This bus driver said felt violated passenger coughed sneezed bus covering mouth died coronavirus 11 days later Derby England Being Spain GPE lockdown given perspective expect inevitably happens Police pulled people forced home handed fines people going jogging Can supermarket pharmacy work CoronaVirus cases clean running water available use hand sanitizer note Hand sanitizers effective hands visibly dirty greasy ADPHC Towards_a_healthy_and_safe_society Covid19 Coronavirus Quality Supermarket issues COVID 19 safety guidelines Its weeks Ive able buy wipes hand sanitizer stores town Seems suppliers slow stock stores coronavirus Kansas City GPE Bright spots dark times local businesses like pivoting respond consumers needs time crisis pivot coronavirus Charleston Surging gas prices help energy industry Hey Wait minute raise gas prices What Chopped liver clueless CoronaVirus Congress VoteBlue GrifterInChief humor Laois Cork Seems like flour weeks panic purchase choice guess makes sense toilet paper irony loads bread shelves What dont stock pile food people getting Its horrible carry COVID19ireland Covid_19 Amazon home low wages poor working conditions amp way market share better People better choices Canada GPE retailers offering curb pick delivery contact Canadian Tire keeping workers safe amp giving danger pay Kampala Uganda Zero toxic chemicals Use genuine hand sanitizer safe UNBS certified Kills Germs Available Jumia express delivery covid coronavirus covid19ug covid2019 STAYSAFEUG New Jersey USA GPE CONSUMER ALERT Scammers targeting senior citizens pandemic scams Please share educate amp help senior citizens stay safe Fort Smith HEALTH CARE WORKERS GROCERY STORE EMPLOYEES TRUCK DRIVERS AND CITY STATE EMPLOYEES ARE NOW MORE IMPORTANT THAN PRO ATHLETES ACTORS AND MUSICIANS coronavirus electionyear QuarantineLife CoronaVirusUpdate Mysore issues fines 14 merchants hiking price face masks amid pandemic Some Where process starting multi year monster bull market resource sector amp stks Stks lead way All sectors rally rotation Make sure miss life changing wealth building opportunities Buffalo GPE starts potty training United States Prepper Guide Surviving Coronavirus Lockdown Canada GPE People yeg taking coronavirus seriously Non essential work forcing workers space grocery store patrons space refused right work today going complete lockdown wish stop non essential work Philly Survey 3A 20How 20is 20COVID 19 20Changing 20Consumer 20 26 23038 3B 20eCommerce 20Trends 3F Wednesdays innovation hosting series free webinars bringing experts share insights support local businesses adapting COVID 19 Register join webinar Southeast Asia Share prices listed yieldcos infrastructure funds fallen assets affected Covid 19 equity markets suggest See consequences energy infrastructure Denver GPE Colorado GPE The line grocery store building 0645 morning felt like high school camping tickets rock NUTS COVID2019 chatham kent ontario Very frightening Calls government support grow louder oilpatch faces bleak outlook This industry leads world ESG metrics supports 500 000 Canadian families contributes billions year Canada GPE economy Austin HEB FAST PASS like flags totally buy dont stand dang line Man thing rollercoaster See sixflags COVID 19 beatcorona coronavirus COVID19 AustinTx austin GPE Texas GPE heb toiletpaper Calgary GPE Alberta GPE virtual food drive Thank London Food bank finding new ways donate COVID 19 virus crisis drives demand London Food Bank launches virtual food drive The London Free Press worldwide What lockdown rules Around people driving day night The supermarket fails count numbers social distancing rules Covid19Pandemic Coronavirus Lockdown Glasgow Council Communism Homebase Covid_19 working home cratered hygiene maybe finally people supermarket respect 1 5 meters QUANTITY distance believe shortage products color hair Hairdressers closed roots showing soon Get hair color goes way toiletpaper COVID19 coronavirus Raleigh North Carolina Our firms consumer protection attorneys continue investigate monitor situation lookout improper wage garnishment issues harm student loan borrowers COVID 19 pandemic Honestly people STOP PANIC BUYING Ive regular fortnightly shop amp safe yall managed leave plenty food amp wont shit pants CALM FARM COVID19nz Covid_19 panicshopping StopHoarding Its easy caught negativity coronavirus countless photos supermarket shelves moment share youre helping community outbreak COVID 19 CoronavirusTips Planet Earth people queueing supermarket 5am youre better buying saving cash hassle covid_19 Hong Kong GPE From support supermarket Fashionisland Thepromenade BigC Gourmetmarket Asphalt9 Asphalt9Legends RimacCTwo CoronaVirus CoronaVirusUpdates koronawirus COVID19 19 Kwaichungmysupport Canada The COVID 19 pandemic people edge globe Pakistan GPE Last 24 hours avail massively discounted prices COVID 19 Relief Offer Place order expires Shop Now Tyuretye Alice Springs Nothing like having travel Alice Springs asap COVID 19 getting stung nearly 400 way 2 5hr QUANTITY flight Melbs Even surprising prices hadnt hiked sitch Thanks Scammers use fake emails texts share valuable personal info like acct numbers SSNs login IDs passwords Here real world example phishers pretending Learn scams County Kildare GPE Ireland New study lives surfaces Paper Tissue 3hr Wood Cloth 2days Glass Banknotes 4days Stainless Steel Plastic 4 7days Mask Exterior 7days Sanitizer bleach hand washing kills time Surface detection infection commend efforts far combating COVID 19 critical time families greatly need cash stock food stuff think consider paying NYSC members earned arrears April 2019 That help Peterborough England nurse friends teachers doctors pharmacists healthcares carers supermarket staff police firefighters delivery drivers amp bekind stayhome covid_19 wereallinthistogether Another Video The Dinosaur Shopping Gorey During Covid 19 Outbreak Emerges Online India 1 Sanitizer 2 Italy GPE 3 Wuhan 4 Grocery coronavirus covid19 contest alert GiveawayAlert competition puzzle Join Bruxelles Belgique coronavirus shock competition lawyers supermarkets essential facilities Sunny SoCal travel lots Although business state lockdown convincing customers safe shop store retail challenge youve likely faced coronavirus Langtoun Good point crying drivers pickers shop staff right good agreed pay minimum wage BTW esp given coronavirus pandemic excuse raise prices 4711 odour coal coronavirus Its official city Drones patrolling skies city guessing monitor streets public spaces hope The Bog Roll Patrol cos theres supermarket Italy 5 ways coronavirus changing millennials money habits generation noi paghiamo con carta credito con satispay coronavirus molti acquisti online Day 3 isolation Ive decided easier shuffle arse carpet trying locate toilet paper supermarket Covid_19 London GPE Whats opinion impact 2020 Will cont prop asset prices liquidity causes inflation amp steep rise rates resulting corporate defaults earnings glut caused Covid 1 Atlanta working deliveries today started 3hrs ago For going Walmart store grocery And Walmart limiting shoppers inside store SundayThoughts TheNewNormal coronavirus Covid_19 United States GPE Some trying find buy toilet paper Lysol water people lost minds grocery store 2020 corona convid19 helpusjesus food shortage martiallaw friday Memphis What fuck corporate board diversity coronavirus relief And carbon offsets And consumer information greenhouse gases flights cant COVID 19 Poconos What cruel act commit Karma real Don like ADHS 67 Algonquin Civil 70 Please aware space grocery store Please stay home vulnerable safe Most Canadians wonderful job social distancing numbers Boston GPE site today iPhone 29 544502 QUANTITY 95 134773 crunches data reports best use marketing COVID 19 United Kingdom And stop stockpiling COVID19 Coronavirus StayAtHome StayHome StopHoarding StopPanicBuying stopstockpiling StopTheSpread Washington Aldi grocery store policy change Effective Thursday April 9th limit number people inside stores approximately customers 1 000 square feet QUANTITY Part COVID19 Coronavirus SocialDistancing Policies lady supermarket wearing surgical mask Coronavirus outbreak More shoppers trying stock goods amid concerns Coronavirus Covid 19 outbreak shelves METALMINER METALMINER This Morning Metals MetalMiner host webinar coronavirus impact metalprices Melbourne Victoria How Covid_19 change face grocery shopping Coronavirus change grocery industry forever retailing marketing Belgique And outside grocery store 3 blocks away New Delhi India ETEnergyworld Share profits low crude oil prices people amid COVID 19 lockdown Cong govt Dubai UAE Coronavirus related digital fraud 22 Americans targeted TransUnion report details COVID 19 impacted online shopping fraud High school students online Hackathon weekend build app fight COVID 19 They created Safe Place web app shopping safer efficient COVID 19 Kudos TitanHacks Final Submission Chicago Illinois USA There excuse hospitals supplied test kits masks gloves sanitizers necessary equipment help deal epidemic coronavirus consumer people Plainfield GPE kinda dope tho Should amp add mask yall comments decide 2020 coronavirus lysol tissue toiletpaper tattoo tattoos Nova Scotia Canada GPE Well daughter told easter gifts wont said health important easter amazons shipping time need dollar store prices stuck wont let Easter Covid 19 lose Cambridge England Updated hours ale prices Cambridge GPE cambridgeuniversity openingtimes coronavirus coronavirussucks fucoronavirus Hospitality funny pub Panic buying lockdowns drive world food inflation Analysts CNA Aarschot Belgi Lockdown day 21 Online shopping seriously getting hand Covid_19 lockdown lockdownbe coronavirus Hogwarts London England food home dont buy food everyday People like dont find supermarket Dont selfish buy food buy dont like coronavirus covid19UK tesco Derby Healthy eating COVID 19 Its fair uncertain anxious times having self isolate rely food deliveries running shops facing limited stock Basically arent able Sydney Royal Philips ramping production ventilators World borders Amazon hiring 75 000 workers meet demand online shopping lockdown restrictions hired 100 000 workers More 16m Americans lost jobs weeks COVID2019 Covid_19 Nepal CoronaUpdate United States LETS GIVE THANKS THOSE GREAT AMERICAN WORKERS minimum wage 10 hour They pick process pack ship truck stock sell food rest Maybe think giving raise Important Leading experts issued warning dangers food hoarding ongoing COVID 19 pandemic Buying food grocery store strains supply chain amp causes shortages food banks amp pantries Google Uses Smartphone Data Gauge Pandemics Impact Mobility TollRoadsNews TRN Transportation Infrastructure Google COVID19 Coronavirus TollRoads European NHS Retiree Lesson 43 Covid_19 Never live isnt local Butcher Baker Greengrocer Supermarket chains dont work Paulo The company expand warehouse force cope increased demand amid pandemic 100 000 Workers Handle Increase Minneapolis Paul CEO board member managing volatility product demand urging federal state consistency defining essential services coronavirus crisis economy agriculture food leadership Nashville GPE The way provider organizations communicate community times like profoundly important covid19 coronavirus covid19outbreak Coronavirus hits hard business industries stock markets shrunk While commerce shown tremendous growth amid COVID 19 outbreak COVID19 coronavirus SocialDistancing ecommerce ecommerce2020 economy Australia COVID 19 super stressful moving new town having reduced food stocks ease having resupply amid panic buying extorted movers needing VCAT continues option 1000 Islands CANADA Considering blokes judge inches wonder judge feet supermarket queue Hand Sanitizers short market DIY Hand Sanitizer home Complete tutorial COVID19outbreak CoronaFreePakistan PrayersForCoronaFreeWorld PakistanUnitedAgainstCorona DIY handsanitizer COVID19 2019_nCov Coronavirus Nederland GPE wondering people panic hoard middle coronavirus pandemic mean understand psychological idea But crisis doesnt help buying food leave people fighting crisis The World gon na buy selfiestick tape rubberglove idiots dont supermarket Socialdistancing gon na turn socialslapping minute coronavirus COVID 19 Supermarket Workers Told Stop Wearing Gloves Mississauga Ontario Didnt Trump great thing coronavirus low gas prices Now hes offering government protection drop dailybriefing Mumbai RBI Unusually lower agriculture prices slowdown construction sector amp average performance flagship MGNREGA prog contributed lower farm incomes deceleration rural wages amp loss employment opportunities rural sector wake Covid_19 Mentally Legit online delivery shop Ive got good delivery slot hardly food panic buyers CoronaCrisis COVID19 COVID2019uk Lambeth London Trading Standards aware shops inflating prices essential goods Were considering powers available amp closely monitoring situation urge residents report concerns freephone 0808 223 1133 tradingstandards gov Oak Lawn Shout lady grocery store coughing checkout line WITHOUT COVERING HER MOUTH Seriously boomers spring break party idiots Fuck flattening curve thin herd FridayThoughts coronavirus London GPE Love finding new entrepreneurial food finds coronavirus lockdown Good prices better supermarkets need rely pasta frozen food Addis Abeba Ethiopia Food worth 35 000 thrown away deliberately coughed Pennsylvania GPE supermarket Peterborough Cant believe year 2020 United Kingdom GPE going bed early sure early Supermarket TRY 85yr old mum loaf bread guarantees Ill able What actual fuck coronavirus Maldives There work supermarkets besieged customers Melbourne Victoria Modern Super Powers produce hand sanitizer thin air day touching face 2m forcefield pushes humans way find watch Netflix minute sleep 2 weeks time Isolation coronavirus Houston GPE Here ways COVID 19 killing consumer Christianity Scotland United Kingdom Derek Clarke pharmacy profiteering current COVID 19 pandemic excessively increasing prices hand sanitisers Read More News Pictures News United States GPE investor alert week FINRA begins regulators law enforcement agencies consumer organizations globe message clear fraudulent schemes related pandemic arrived Silver Spring Fraudsters scam artists proliferate novel illegal schemes designed money peoples pockets outlines isnt protect consumers read piece Rancho Palos Verdes told adults buying baby formula amp wipes stock WTF taking food amp items babies panicbuying coronavirus Robson Street Vancouver situation COVID 19 continues evolve available opportunity protect health staff customers includes closing retail locations Their online store remains open free shipping Canada GPE While lot uncertainty nowadays sure stay aware avoid scams related COVID 19 The Consumer Finance Bureau handy guide Mysore BERLIN Leading firm INTL pulling regular trackers impact 19 spending implications brands online exclusive edition Trenches Allen McBroom shares music store adapting COVID 19 crisis new normal retail shutdowns social distancing Sitting 22 159 Hadda grocery store covid_19 walmart costco besafe heldmybreaththewholetime Walmart Lihue Vila Nova Gaia Porto Survey Heres businesses shape marketing COVID 19With consumer fears COVID 19 pandemic easing slightly business brands position drive positive change Thats Mumbai GPE Delivery drivers grocery store workers ones enabling conveniently stay Please offer sanitisers offer water taking precautions washing hands staying hydrated important fighting Believing won stop having And blood sanctifier sanitizer Listen health experts stay safe victims quarantined 14 years purgatory allowed heaven original song coronavirus recorded bog EastSussex toiletpaper ToiletRoll shelves panicbuying crazyworld selfisolating SelfIsolation UKlockdown Gulf Stream The DefenseProductionAct help companies highest bidder Hes actually bidding states amp drives prices Thats insane Trump demanding stock price labor shouldnt paying dollars coronavirus Lydney England You currently free anti viral lip amp body balm pounds spend online shop environment coronavirus Antiviral lipbalm BeatCOVID19 shopping beauty Peterborough Ontario woman biting nails THE GROCERY STORE Just Nooo From nail biter glorious pandemic nails right COVID 19 changed way nearly life Houston GPE When grocery store people creep 6 rule coronavirus Woodland Springs GPE Colorado GPE After Rand Paul learned Coronavirus immediately bolted nearest supermarket bought toilet paper RandPaul Karma medical workers responders grocery store employees governors safe informed healthy prepared THANK YOU coronavirus COVID19 ORD Gas Prices Why gas prices high California PriceGouging pricegouging GavinNewsom SenFeinstein KamalaHarris SpeakerPelosi RepAdamSchiff EricSawell californiacoronavirus Covid_19 maggieNYT washingtonpost latimes gasprices Abuja pray survive When Covid 19 eventually history forever grateful medics remembering billionaires failed help pharmacy shops hike prices exponentially contribute spreading virus Its Happening Here Truth 19 pandemic important beloved oil cartels Fossil fuel finite Smart investors divesting dinosaurs like benefit high fuel prices Which want people pumps propping portfolio 2020 Vancouver Canada Empty shelves local grocery store Thank CoronaVirus COVID19 panic buying Vancouver Canada Pandemic going rich poor online shopping Which Covid_19 Lockdownaustralia GPE coronavirus onlineshopping Dublin GPE City Ireland Times live 8 100ml hand sanitizer real COVID 19 handsanitizer coronavirus COVID19 dublin Hear Covid 19 came age online shopping online food services theyre closing restaurants businesses prevent spread use online services ploy act use online shopping Home Where Heart 4 April 2020 Tests completed 2 288 Confirmed cases 299 Deaths 7 Key concerns Testing capacity protective equipment frontline workers commodity prices risk communication amp rumour management Paris GPE old COCAINE kudlow SNORT says trump istan NOT dictate oil prices LOL oilprices rally BYE GreatGame oilpricewar saudi russia GPE loot oott aliceinwonderland bananarepublic CHEAP oil India GPE ESCAPE economicslowdown SUCKERS SAVED hedgefunds mutualfunds coronavirus OTHER NEWS online shopping gotten hand coronavirus QuarantineLife COVID19 Catharines Niagara CMA Most people arent driving thanks covid 19 coupled Saudis Russians fighting fuel prices Gas prices low weeks Hamburg GPE Germany GPE Living times corona prices property market developing Visiting Earth The market testing support following 60 slide start year impact global demand Orillia Muskoka Barrie What pay bills Credit credit report Victoria Canada Hey etc grocery store workers essential services need protected compensated risk Near min wage protection essential Theyre sick COVID2019 Rwanda Kenyan President Uhuru Kenyatta calls businesspeople stop hiking prices Coronavirus highly immoral advantage unfortunate situation super profit Were going action traders criminal said COVID19 Newark Men STEP THE CLUCK During Coronavirus pandemic NOT allow childs childrens mom supermarket kids YOU Whether live MOTHERCLUCKER YOU ManUp YOU risk COVID19 kids OMGIsItOnlyMe Hyderabad India Please eat foods comfortable eating sure wont cause trouble health fall sick risky medical help know sick bad food panic thinking COVID 19 2 2 England GPE United Kingdom GPE friend creates photos lego figures brilliant follow Instagram graham davies2019 StopHoarding StopPanicBuying stopstockpiling Convid19uk coronavirusuk coronavirus lego legominifigures toiletpaper photography photooftheday Selling extra garden SEEDS needs seeds Start GROWING limit grocery store panic amp food chain shortages More seeds soon gardening Quarantine shop Coronavirus grow Quarantine COVID 19 Corona COVID19 lockdown StayHome plant Houston GPE Texas GPE USA Q2 With Corona GPE pandemic disrupting world right solution DareToBe San Francisco GPE shipping KN95 Respirators Equivalent N95 100 Verifiable Authenticity blockchain digital certificates prove origin Shipping worldwide 7 10 days 400 000 masks day capacity Tricol Group Covid_19 VET CoronavirusInSA Health care workers Grocery store employees Truck drivers suddenly Important professional athletes actors famous musicians CoronaVirusUpdate Covid_19 sabcnews United Kingdom GPE The chair Manchester Hoteliers Association general manager luxury hotel The Lowry urged public support hospitality industry wake Covid 19 Peterborough Nice post likely impact covid19 society amp way live work post health crisis butts nicely earlier piece Alabama USA online shopping gotten worse covid 19 Alberta GPE Premier Jason Kenney warns region faces negative oil prices Sydney Australia havent seen ASIC issued good covid19 information organisations corporate markets financial services consumer credit industries help maintain integrity stability Australias financialsystem 1 5 billion MONEY paid far Covid 19 wage subsidy scheme said 244 887 workers paid 72 913 applications paid 111 898 applications approved paid 47 343 processed Irvine pictures German Chancellor Angela Merkel shopping yesterday Hit Consumer 70 GDP McKinsey report shows COVID 19 impact concentrated 2 3 industry sector lower end income Lives livelihoods Assessing near term impact COVID 19 workers plea remember local food bank difficult times Across District working 2 support vulnerable 19 pls include food bank likely face huge demand Many common household cleaning products kill coronavirus use properly Consumer Centers Disease Control Prevention CNN FOX EPA CDC school clean NJTransit virus Trump California GPE Washington GPE disinfectant Major automotive companies going shutdown weeks CoronaVirus saying buy local supermarket But sure essential supplies Pflugerville GPE Yesterday chicken breast truck today redmeat HoardersGonnaHoard believe subjected excessive prices essential consumer goods COVID 19 report conduct Oregon Department Justice Consumer Protection hotline 503 378 8442 Sainsburys tesco Waitrose zero collect delivery slots weeks Same ocado rate soon sick people forced leave home essentials Please book online grocery better sick people stay home Savannah GPE Did know hospital grade virucide Cant find Lysol Clorox great way home sanitized Mix 2 barbicide 32 water solution barbicide sanitizer staysafe disinfectant Coronavirus PLEASE THIS TOGETHER Please kind self isolate clean don panic buy food DONT help BOS NYC JHB customer cashier coughed wanted sent home NYC Bill Gates Heres lost time covid 19 The Washington Post Forcing 50 governors compete lifesaving equipment hospitals pay exorbitant prices makes matters worse Weve bonkers years All rubbish leaving thrive strong nation COVID 19 comes people start stockpiling fighting pasta supermarket London GPE England Had supermarket drop earlier affable delivery guy told fellow drivers dont want work strange virus filled times hard fulfill slots carries faith God coronavirus work grocery store manager expected come matter high risk virus Guys kind retail workers You idea theyre dealing coronavirus RetailWorkers CoronaVirusCanada DontBeASpreader Round Earth The mass majority wont able afford COVID 19 treatment 34 927 43 unemployment student debt rising rent prices risk death WhereIsJoeBiden M4A College amp Medical Debt Forgiveness Housing run supermarket shopping facility Heres help stop spread covid_19 coronavirusinkenya guidelines shrivastav control Covid 19 effects adoting ayurved social distancing cleanliness eating vegetarian food Avoid panic stay home stay safe Request Toronto Chivalry troubled times offering carry hand sanitizer coronavirus COVID19 Worldwide Went grocery store rocking new going safe let donate children need sell favor New York GPE Just got trip grocery store Was saddened bodega street shuttered South wafflehouseindex NYC bodegaindex This good COVID2019 COVID19US EMGTwitter You want raise prices problem One thing forgot mention newsletter odd bit cognitive dissonance witnessing supermarket shelves cafes yesterday Melbourne population simultaneously overreacting COVID 19 threat taking seriously New York USA GPE todays episode The COVID 19 Pandemic Didnt Panic Buy The Quest Find Cat Food guys safe stay home kung wala naman kayong need bilhin labas got news papa staff died COVID 19 papa working Carrefour biggest supermarket UAE Now tested Pls pray Abuja Nigeria Good news OPEC agrees cut production prices tomorrow 2 Abuja recorded covid 19 case 48 hours Durban South Africa Four GPE officials office Uganda GPE Prime Minister arrested claims irregular purchase relief food government providing vulnerable citizens Colorado Springs Pueblo CONSUMER ALERT Scammers GPE sending phony COVID 19 emails text messages infecting computers viruses ripping nervous Americans Colorados Phil Weiser says download click links AlwaysWatchingOutForYou Ile Vancouver Found Another concern supermarket drugstore raise prices items amp family need worry This happen Bury Solid Sense range illustrates approach business excellent products great service amp sensible prices Check website youre scrolling long day today StayHomeSaveLives Washington Area Going grocery store like episode Chopped Apparently ingredients pearled barley great northern beans tostada shells rice wine vinegar coronavirus Greece GPE And supermarket hoards oafs having panic buy reason trolleys cleaned hot spot Adelaide South Australia Photo Woollies employee tears captures reality supermarket workers firing line panicbuyers Please nice staff copping brunt Lets little kindness coronavirus COVID2019 Central Scotland know 3 people public facing roles isolating sure symptoms consistent covid 19 But tested work cough began finished day went supermark SoCal SLC Sagacity Financial logo demonstrates ability think outside box With mind heres tip stay safe Coronavirus When grocery store use 4513 Loop 281 Longview Dusty Miller adds bold silver color container arrangement garden bed stock Call ahead easy pickup Browse annuals online View alternate shopping options Victoria Canada Okay checked drug prices Plaquenil Aralen Chloroquine ChloroquinePhosphate HydroxyChloroquin drugs 34 cents MONEY 88 cents MONEY pill azithromycine starts 1 05 pill FYI HydroxychloroquineAndAzythromyacinNOW Covid_19 San Antonio GPE Texas FUNNIES FOR UNFUNNY TIMES Source Tom Stiglich coronavirus coronapocolypse CoronaComics toiletpaper ToiletPaperApocalypse Easter2020 EasterBunny Albuquerque New Mexico GPE Plummeting oil amp gas prices draining state budgets funds needed public safety health care fast moving coronavirus crisis Shame continuing business usual Read statement nmpol Lucknow India GPE asks people avoid panic buying says hoard essential items like food medicine Boston Prices continue soar Toronto GPE real estate market despite COVID 19 crisis Toronto GPE Ontario Effects COVID 19 far reaching want help staff WorkFromHome personal device Trend Micro giving staff free 6 months consumer internet security product Trend Micro Maximum Security Mumbai Maharashtra Navi Mumbai Police sets Mobile Sanitizer Van cops Vashi Toll Naka Coronavirus CoronainMaharashtra Bay Areas meantime room Half Moon Bay going 881 night And prices properties dont majorly lower usual Demand longer matters hotel pricing COVID19 pandemic ShelterInPlace coronavirus Houston GPE The Houston GPE based subsidiary Mexican cleaning products company seen sales surge amid panic coronavirus pandemic changes consumer behavior expects continue COVID 19 cases subside Kuwait GPE Cooperative societies activate home delivery service expats Agree COVID 19 trigger deflated overvalued stock prices Feb However shutting NBA closing schools amp non essential businesses Black Swan event triggered instant recession This happ sales hand sanitizer soap soar world Turkey GPE looking alternatives fight kolonya GPE Kolonya GPE traditional cologne Turkey GPE fight virus high level alcohol Read The Big 6 Irans currency rial continued lose value major currencies Tuesday reaching low 160 000 dollar MONEY point amid quickly worsening coronavirus COVID 19 epidemic falling oil prices Under pressure sanctions inability Dubai Dollar pegs Gulf proven effective region faces coronavirus outbreak crash oil prices says Jihad Azour IMFs director Middle East Central Asia New Delhi Lets pledge use Indian company online shopping zero contribution COVID2019 India GPE They come screw money nation Amsterdam Home Stay Home Cartoon pooping12 stayhome drawing drawings illustrator illustration illustrations cartoon cartoonist doodle cartoonofinstagram sketch sketchbook toiletpaper coronavirus Amsterdam Snapshot incidents Paramedics amp nurses coughed amp spat Doctor forced amp told buy tent Police officers coughed Viral trend sees supermarket goods contaminated Toronto Ontario Canada While appreciate importance social distancing self isolation COVID 19 perpetuate racism COVID19boycottracistores San Diego USA GPE changed eating habits grocery shopping talks direct consumer family farm ORG restaurant owner amp Midwest Food Bank impacts food Cleveland GPE The supermarket chain Giant Eagle taking steps ensure highest levels sanitation stores continue operate COVID 19 crisis think stores Calgary GPE Alberta Ann Hui Kathryn Blaze Baum The grocery store shelves symbolic COVID 19 anxieties panic buying indicative larger supply problems major retailers experts Montreal COVID 19 Lockdown Guide How Manage Anxiety Isolation During Quarantine Anxiety Depression Association America ADAA Economic activity severely depressed time Real interest rates rise resources misallocated Asking policy makers artificially low real rates wrong need implicit transfers distorted prices coronavirus economicresponse Hertfordshire supermarket You need include KEY WORKERS special hours NHS workers going Monday week look children NHS worker teacher When shop Covi Toilet paper quarantine cycle home like ToiletPaper Quarantine QuaratineLife Coronavirus Covid19 Covid19Outbreak Lockdown StayHome StayAtHome coronavirus majority Kenyans left battling Skin problems Reason people kinds products Sanitizer especially matatus Manchester disgusting profiting Covid 19 inflated prices REDUCED PRICES DUE response team 24 7 cashapp venmo Zelle Paypal The Community Food Bank seeing increased demand meals people laid need help Colorado Direct consumer companies wade coronavirus testing fill gap coronavirus Chicago GPE coronavirus opportunists contact optimizing products eBay selling masks whos selling homemade hand sanitizer 3oz bottles This spite fact actively banned platform Washington GPE NEW COVID19 PROTECTIONS OAG enforce newly passed emergency consumer protections debt collection funeral services use enhanced civil rights enforcement authority protect residents discrimination Leesburg GPE Who needs toiletpaper dryersheets They remove cling Get rid wrinkles And smell like lavender LifeHacks COVID19US coronavirus dyi notpnoworries Went panic buy food today came fish FishyFun PanicBuying KeepSmiling CoronaVirus Covid_19 CharityShopFind Illinois USA CNBC Panicked wealthy fleeing Hamptons Hudson Valley Wealthy New Yorkers fleeing city driving prices rentals Hamptons Hudson Valley rates tripling properties coronavirus Wild world living coronavirus toiletpaper Even 1 hour gave chance slowly shop Australia GPE given elderly hour mornings shopping avoid panic buying caused coronavirus Canada GPE High end auto makers slashing prices Volvo Newcastle Upon Tyne England Gold remain attractive investment asset despite impact Covid 19 The World Gold Council WGC said today deceleration economic growth globally undoubtedly impact consumer demand gold Buy dips Nebraska GPE USA TOMI Products N95 Rated Mask KN95 Rated Mask Surgical Mask Medical Mask Hand Sanitizer 60ml 500ml Bulk Wholesale Mxico Canada Natural Gas Prices Predicted Fade AECO Differential Close 1 Under Henry Hub Fading demand erode Canadian natural gas prices held far global economic pause Covid 19 virus pandemic Melbourne Victoria Colombia people currently clapping celebrating outside windows people medical industry cleaning people garbage collectors supermarket workers people continue work outside 19 Sydney Australia notice media amp ppl talking supermarket shelves near soon opening This misleading Some shelves Many stocked amp know cook pasta pre sauce fine Not 100 certain elderly sole priority status deliveries healthy lives COVID 19 need supplies supermarket Atlanta GPE yall food supply sufficient Coronavirus thrown wrench food supply chain Companies scramble fill supermarket shelves quickly consumers This war cre Moscow GPE Russia GPE Russian commerce platform Ozon focused protecting consumers capping prices prevent price gouging offering contactless door delivery service COVID2019 socialresponsibility Has come Wal Mart smh got ta laguh crying coronavirus covid_19 covid cov d19 selfisolation selfisolate rations wig wigs virus toiletpaper comedy comedymemes Alaska GPE Israel Brad Paisleys free grocery store Nashville GPE delivering elderly amid COVID 19 pandemic shaheen bagh New Delhi India Dear Indians Please stock groceries There people like afford high prices stock Humble request 19 Nigeria This Govt pay Civil servants salary notice allow stock food home COVID 19 refuse kill Hunger Broxbourne Herts Our analysis ONS confirming stagnated fourth quarter 2019 consumer spending flat amp business investment fell amid heightened uncertainties Includes latest thinking big hit United States GPE Subedi Stay safe stay home Use mask And Sanitizer Both hands wash soap minimum 20 sec Eat healthy food exercise amp Drink immunity power increase Coronavirus West Lafayette making hand sanitizer Greater Lafayette coronavirus outbreak More 100 liters hand sanitizer donated available purchase Via TheNextGiantLeap required wear gloves mask enter grocery store pharmacy stores allowed open Puerto Rico GPE coronavirus PoliceState

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 '19',
 'City',
 'Paranaque',
 'closed',
 'notice',
 'However',
 'Supermarket',
 'Watsons',
 'BDO',
 'Carpark',
 'remain',
 'open',
 'let',
 'fight',
 'COVID',
 '19',
 'London',
 'First',
 'time',
 'supermarket',
 '10',
 'days',
 'shelves',
 'like',
 'CoronaCrisis',
 'Nagpur',
 'India',
 'Why',
 'Government',
 'transmitting',
 'benefits',
 'fall',
 'Cruds',
 'oil',
 'prices',
 'mean',
 'big',
 'slash',
 'atleast',
 'bring',
 'like',
 'petrol',
 'prices',
 '60',
 'litre',
 'crudeoil',
 'PetrolPrice',
 'coronavirusindia',
 'COVID2019',
 'probably',
 'local',
 'lately',
 'wondered',
 'What',
 'happened',
 'sign',
 'The',
 'End',
 'The',
 'taken',
 'lives',
 'caused',
 'lose',
 'PRESENTED',
 'Living',
 'Waters',
 'Wellington',
 'New',
 'Zealand',
 'Heres',
 'info',
 'bank',
 'help',
 'Covid',
 '19',
 'Fremont',
 'childhood',
 'friend',
 'says',
 'Vermonters',
 'panic',
 'buying',
 'food',
 'guns',
 'ammo',
 'Now',
 'theres',
 'barometer',
 'showing',
 'high',
 'pressure',
 'coronavirus',
 'When',
 'actually',
 'score',
 'grocery',
 'store',
 'Covid_19',
 'SocialDistancing',
 'SundayMotivation',
 'Los',
 'Angeles',
 'London',
 'Advertising',
 'Agencies',
 'need',
 'message',
 'There',
 'plenty',
 'food',
 'Stop',
 'panic',
 'GLIUMEDIA',
 'Westport',
 'New',
 'York',
 'What',
 'brands',
 'Amazon',
 'expect',
 'right',
 'Our',
 'Marketplace',
 'Strategy',
 'Rina',
 'Yashayeva',
 'describes',
 'consumer',
 'search',
 'behavior',
 'changed',
 'Amazon',
 'reacting',
 'COVID',
 '19',
 'Amazon',
 'COVID19',
 'CAN',
 'AFRICA',
 'WORK',
 'LINE',
 'new',
 'survey',
 'shows',
 '80',
 'people',
 'asked',
 'work',
 'home',
 'Covid',
 '19',
 'productive',
 'They',
 'spending',
 'time',
 'social',
 'media',
 'entertainment',
 'shopping',
 'working',
 'Africa',
 'ready',
 'work',
 'online',
 'Liverpool',
 'England',
 'work',
 'supermarket',
 'Wednesday',
 'ANYONE',
 'shopping',
 'essentials',
 'trolleys',
 'getting',
 'punch',
 'throat',
 'COVIDIDIOTS',
 'CoronavirusUK',
 'CoronavirusBillUK',
 'Coronavirus',
 'UKlockdown',
 'UKLockedDown',
 'CornavirusOutbreak',
 'Moscow',
 'Coronavirus',
 'isnt',
 'wreaking',
 'havoc',
 'health',
 'poised',
 'feed',
 'Middle',
 'East',
 'unrest',
 'possibly',
 'terrorism',
 'Experts',
 'agree',
 'punch',
 'COVID19',
 'resulting',
 'lower',
 'oil',
 'prices',
 'exacerbate',
 'problems',
 'Iran',
 'Iraq',
 'Havant',
 'Constituency',
 '3rd',
 'parties',
 'pushing',
 'price',
 'ffp2',
 'masks',
 '5x',
 'people',
 'need',
 'This',
 'criminal',
 'offense',
 'codice',
 'penale',
 'art',
 '501bis',
 'decent',
 'human',
 'beings',
 'prices',
 'moderated',
 'update',
 'yesterday',
 'base',
 'rent',
 'Malaysia',
 'Singapore',
 'walking',
 'supermarket',
 'food',
 'run',
 'thinking',
 'prolong',
 'sweet',
 'ecstacy',
 'browsing',
 'aisles',
 'watching',
 'humans',
 'afar',
 'like',
 'zoo',
 'SocialDistancing',
 'Covid_19',
 'Barcelona',
 'Home',
 'supermarket',
 '116mx2',
 'Nobody',
 'street',
 'Goooo',
 'power',
 'live',
 'life',
 'covid',
 '19',
 'coronavirus',
 'alltogether',
 'barcelona',
 'santpau',
 'gaudi',
 'Berkeley',
 'The',
 'biggest',
 'airlines',
 'spent',
 '96',
 'free',
 'cash',
 'flow',
 'decade',
 'buy',
 'shares',
 'stock',
 'order',
 'boost',
 'executive',
 'bonuses',
 'wealthy',
 'investors',
 'Now',
 'expect',
 'taxpayers',
 'bail',
 'tune',
 '50',
 'billion',
 'Its',
 'old',
 'story',
 'London',
 'coronavirus',
 'pushes',
 'carbon',
 'price',
 '16',
 'month',
 'low',
 'Naivas',
 'Supermarket',
 'rewards',
 'Baringo',
 'Commander',
 'Ibrahim',
 'Abajila',
 'officer',
 'Amina',
 'Mutio',
 'Ramadhan',
 'sets',
 'gift',
 'vouchers',
 'exemplary',
 'service',
 'enforcement',
 'curfew',
 'extends',
 'temporary',
 'store',
 'closures',
 'furloughs',
 'workforce',
 'retail',
 'steinmart',
 'coronavirus',
 'housewares',
 'homeworld',
 'youre',
 'telling',
 'work',
 'supermarket',
 'putting',
 'literal',
 'fucking',
 'life',
 'line',
 'doctor',
 'nurse',
 'covid',
 '19',
 'shit',
 'right',
 'minimum',
 'wage',
 'What',
 'kind',
 'fuckery',
 'Mxico',
 'Cattle',
 'gridlock',
 'border',
 'delays',
 'add',
 'coronavirus',
 'strain',
 'meat',
 'trade',
 'Washington',
 'China',
 'showing',
 'signs',
 'recovery',
 'However',
 'recent',
 'QuickTake',
 'pointed',
 'recovery',
 'hampered',
 'shutdown',
 'business',
 'travel',
 'events',
 'slowing',
 'consumer',
 'demand',
 'internationally',
 'virus',
 'hits',
 'rest',
 'world',
 'covid_19',
 'Canada',
 'Key',
 'Food',
 'Prices',
 'Are',
 'Surging',
 'After',
 'Virus',
 'Upends',
 'Supply',
 'Chains',
 'USA',
 'Australia',
 'Subsistence',
 'miners',
 'lose',
 'CoronaVirus',
 'crushes',
 'local',
 'gold',
 'prices',
 'think',
 '28',
 'Days',
 'Later',
 'scene',
 'supermarket',
 'shelves',
 'nicely',
 'stacked',
 'coronavirus',
 'Earth',
 'working',
 'till',
 'Friday',
 'teaching',
 'online',
 'Then',
 'spend',
 'time',
 'sister',
 'grocery',
 'store',
 'Covid_19',
 'coronavirus',
 'Quarantine',
 'grocery',
 'store',
 'chains',
 'food',
 'companies',
 'audit',
 'products',
 'stock',
 'sell',
 'folks',
 'leaving',
 'products',
 'shelf',
 'time',
 'like',
 'food',
 'industry',
 'probably',
 'isnt',
 'calling',
 'coronavirus',
 'MENA',
 'Perceived',
 'danger',
 'covid19',
 'high',
 'UAE',
 'downplayed',
 'slightly',
 'youth',
 'westerners',
 'The',
 'majority',
 'feel',
 'state',
 'coronavirus',
 'crisis',
 'concern',
 'higher',
 'youth',
 'locals',
 'Download',
 'report',
 'Minas',
 'Tirith',
 'Interspar',
 'local',
 'supermarket',
 'asking',
 'customers',
 'limit',
 'purchases',
 '5kg',
 '10',
 'pieces',
 'item',
 'Bangalore',
 'INDIA',
 'Consumers',
 'needs',
 'different',
 'stakeholders',
 'Covid',
 '19',
 'crisis',
 'wonder',
 'similar',
 'different',
 'needs',
 'Indian',
 'Healthcare',
 'Consumer',
 'context',
 'Tesco',
 'latest',
 'supermarket',
 'create',
 'jobs',
 'meet',
 'surge',
 'coronavirus',
 'COVID19',
 'COVID',
 '19',
 'Covid_19',
 'corona',
 'CoronavirusOutbreak',
 'prepper',
 'survival',
 'bushcraft',
 'follow',
 'Huntington',
 'Beach',
 'Due',
 'Covid',
 '19',
 'Virus',
 'BASEBALL',
 'CARDS',
 'PLUS',
 'retail',
 'location',
 'close',
 '2',
 'weeks',
 'SUPPORT',
 'effort',
 'wipe',
 'faster',
 'taking',
 'store',
 'phone',
 'orders',
 'shipped',
 'FREE',
 'period',
 'Plus',
 'Ebay',
 'Store',
 'offering',
 'day',
 'service',
 'Londonderry',
 'Northern',
 'Ireland',
 'THE',
 'MARXIST',
 'NANNYSTATE',
 'Police',
 'Officer',
 'Orders',
 'Family',
 'Back',
 'Inside',
 'For',
 'Playing',
 'Their',
 'Yard',
 'Others',
 'PROWL',
 'Supermarket',
 'Aisles',
 'Looking',
 'For',
 'Shoppers',
 'Buying',
 'Non',
 'Essential',
 'Items',
 'CommonPurpose',
 'Soros',
 'Rothschild',
 'coronavirus',
 'HappyEaster',
 'Wichita',
 'Kansas',
 'Meitzner',
 'says',
 'Sedgwick',
 'legal',
 'department',
 'working',
 'grocery',
 'stores',
 'possible',
 'designated',
 'shopping',
 'hours',
 'vulnerable',
 'populations',
 'ensuring',
 'theres',
 'hand',
 'sanitizer',
 'etc',
 'employees',
 'kakenews',
 'coronavirus',
 'covid19',
 'New',
 'Jersey',
 'USA',
 'week',
 'important',
 'stay',
 'home',
 'Birx',
 'said',
 'skip',
 'drug',
 'store',
 'grocery',
 'Covid_19',
 'COVID19',
 'abc7ny',
 'ABCNews',
 'CoronaCrisis',
 'Covid_19',
 'weird',
 'eerie',
 'scene',
 'England',
 'Deserted',
 'streets',
 'buses',
 'lots',
 'seats',
 'trains',
 'bare',
 'supermarket',
 'shelves',
 'shuttered',
 'shops',
 'Even',
 'Jacket',
 'potato',
 'stall',
 'shut',
 'people',
 'walking',
 'clutching',
 'shopping',
 'bags',
 'unusual',
 'items',
 'Dublin',
 'holidaytrip',
 'months',
 'Should',
 'cancel',
 'cancel',
 'late',
 'pay',
 'higher',
 'fees',
 'Know',
 'consumerrights',
 'airtravel',
 'seatravel',
 'amp',
 'packageholidays',
 'COVID2019IRELAND',
 'Irishconsumers',
 'Hoboken',
 'Over',
 'week',
 'span',
 '25',
 '000',
 'meals',
 'distributed',
 'volunteers',
 'nearly',
 '600',
 'Hoboken',
 'seniors',
 'help',
 'indoors',
 'reduce',
 'trips',
 'outside',
 'home',
 'coming',
 'protect',
 'Hobokens',
 'vulnerable',
 'population',
 'COVID',
 '19',
 'remain',
 'HobokenStrong',
 'Day',
 '7',
 'isolation',
 'Supermarket',
 'shelves',
 'Its',
 'time',
 'FAST',
 'FOOD',
 'ChinaVirus',
 'coronavirus',
 'isolationandchill',
 'England',
 'United',
 'Kingdom',
 'Coronavirus',
 'Economics',
 'Hiding',
 'Behind',
 'The',
 'CoronaVirus',
 'veil',
 'The',
 'Massive',
 'Preparation',
 'shadows',
 'The',
 'New',
 'Currency',
 'Shock',
 'Digital',
 'Dollar',
 'Proposals',
 'Set',
 'Bitcoin',
 'And',
 'Crypto',
 'Prices',
 'Alight',
 'Singapore',
 'Lock',
 'Freeze',
 'bills',
 'rents',
 'mortgages',
 'Give',
 '1000',
 'month',
 'months',
 '60bil',
 'Continue',
 'food',
 'supply',
 'chains',
 'army',
 'reservists',
 'volunteers',
 'deliver',
 'online',
 'food',
 'orders',
 'Woolworths',
 'Coles',
 'etc',
 'national',
 'operation',
 'Coronaaustralia',
 'Boston',
 'Who',
 'list',
 'emergency',
 'workers',
 'days',
 'coronavirus',
 'health',
 'crisis',
 'Did',
 'remember',
 'add',
 'grocery',
 'store',
 'workers',
 'COVID19',
 'coronavirus',
 'Singapore',
 'COVID',
 '19',
 'limited',
 'shopping',
 'brick',
 'mortar',
 'stores',
 'online',
 'shopping',
 'story',
 'unexpected',
 'catalyst',
 'tech',
 'adoption',
 'Atlanta',
 'sorry',
 'inconvenience',
 'You',
 'minimize',
 'impact',
 'COVID',
 '19',
 'credit',
 'Talking',
 'lenders',
 'creditors',
 'Paying',
 'Staying',
 'date',
 'credit',
 'reports',
 'Considering',
 'adding',
 'consumer',
 'state',
 'New',
 'York',
 'The',
 'best',
 'credit',
 'cards',
 'maximizing',
 'purchases',
 'grocery',
 'store',
 'Covid',
 '19',
 'Lockdown',
 'Know',
 'Your',
 'Online',
 'Grocery',
 'Shopping',
 'Options',
 'Manchester',
 'great',
 'news',
 'isolation',
 'supermarket',
 'deliver',
 'food',
 'week',
 'Some',
 '3',
 'weeks',
 'And',
 'people',
 'shouldnt',
 'stock',
 'glad',
 'support',
 'friends',
 'family',
 'scary',
 'didnt',
 'cfprobs',
 'isolation',
 'coronavirus',
 'London',
 'New',
 'announcements',
 'running',
 'tube',
 'stations',
 'All',
 'TfL',
 'services',
 'solely',
 'focussed',
 'ensuring',
 'critical',
 'workers',
 'needed',
 'You',
 ...]

Q4 Replace the Tweet_texts column with the string only containing the lemmas of all the tokens.¶

In [20]:
stop_words = spacy.lang.en.stop_words.STOP_WORDS

from nltk.stem.snowball import SnowballStemmer

stemmer = SnowballStemmer(language='english')

def clean_text(text):

    text = re.sub(r'@(\w){1,15}(:)?', '', text)
    text = re.sub(r'[^\x00-\x7f]', r'', text)
    text = re.sub('https?:\/\/(?:www\.|(?!www))[a-zA-Z0-9]+\.[^\s]{2,}', '', text)
    text = re.sub(r'[0-9]{2}-[0-9]{2}-[0-9]{4}', '', text)
    text = re.sub('\#', '', text)
    text = re.sub("'", '', text)
    text = re.sub('\W+', ' ', text)
    text = re.sub(r'\b[a-zA-Z]{1,2}\b', '', text)
    
    text = stemmer.stem(text)
    text = [ word.lemma_ for word in nlp(text) if word not in stop_words]
    return ' '.join(text).strip().lower()

final_sample['Tweet_texts_original'] = final_sample['Tweet_texts']
final_sample['Tweet_texts'] = final_sample['Tweet_texts'].apply(clean_text)
In [21]:
final_sample.head()
Out[21]:
UserName ScreenName Location TweetAt OriginalTweet Sentiment Tweet_texts Tweet_texts_original
39724 43523 88475 13-04-2020 A pause in economic activity could dent rubber... Neutral pause economic activity could dent rubber pr... 13-04-2020 A pause in economic activity could...
23511 27310 72262 Canada 26-03-2020 Remember to say thank you to all those working... Extremely Positive canada remember say thank you all those wo... Canada 26-03-2020 Remember to say thank you to...
7136 10935 55887 USA 19-03-2020 @David_desJ You didn’t read my first post car... Extremely Negative usa you do nt read first post carefully the ... USA 19-03-2020 @David_desJ You didn’t read my...
18484 22283 67235 Cannes, France 23-03-2020 Covid-19: Blackstone buys logistics assets as ... Negative cannes france covid 19 blackstone buy logistic... Cannes, France 23-03-2020 Covid-19: Blackstone...
20459 24258 69210 A rainbow in curved air 25-03-2020 in kiev Hey We at would love to talk to you an... Extremely Positive rainbow curve air kiev hey would love ... A rainbow in curved air 25-03-2020 in kiev Hey...

Q5 Graphically summarize the Sentiment.¶

In [22]:
x = final_train.Sentiment.value_counts().sort_values().plot(kind="bar", figsize=(18, 10))

Q6. Graphically summarize the length of the text of the Tweet_texts using.¶

  • boxplot
  • histogram
  • density plot
In [23]:
final_sample["len_text_bc"] = final_sample['Tweet_texts_original'].str.len()
final_sample["len_text_ac"] = final_sample['Tweet_texts'].str.len()
In [24]:
import seaborn as sns
import matplotlib.pyplot as plt

fig, axes = plt.subplots(1, 2, figsize = (17.8, 10))
fig.suptitle('Boxplot of the Length of Texts', fontsize= 24)

# Plot the texts before cleaning
sns.boxplot(ax=axes[0], x=final_sample["len_text_bc"])
axes[0].set_title("Before Clean and Preprocess Texts", fontsize= 20)
# Plot the texts after cleaning
sns.boxplot(ax=axes[1], x=final_sample["len_text_ac"])
x= axes[1].set_title("After Clean and Preprocess Texts", fontsize= 20)
In [25]:
fig, axes = plt.subplots(1, 2, figsize = (17.8, 10))
fig.suptitle('Histogram of the Length of Texts', fontsize= 24)

# Plot the texts before cleaning
sns.histplot(ax=axes[0], data = final_sample, x="len_text_bc")
axes[0].set_title("Before Clean and Preprocess Texts", fontsize= 20)
# Plot the texts after cleaning
sns.histplot(ax=axes[1], data = final_sample, x="len_text_ac")
x= axes[1].set_title("After Clean and Preprocess Texts", fontsize= 20)
In [26]:
fig, axes = plt.subplots(1, 2, figsize = (17.8, 10))
fig.suptitle('Kernel Density of the Length of Texts', fontsize= 24)

sns.kdeplot(ax=axes[0], data = final_sample, x="len_text_bc")
axes[0].set_title("Before Clean and Preprocess Texts", fontsize= 20)

sns.kdeplot(ax=axes[1], data = final_sample, x="len_text_ac")
x= axes[1].set_title("After Clean and Preprocess Texts", fontsize= 20)

Q7. Graphically summarize the word count of the text of the Tweet_texts using¶

  • boxplot
  • histogram
  • density plot
In [27]:
final_sample["count_word_bc"] = final_sample['Tweet_texts_original'].str.split().str.len()
final_sample["count_word_ac"] = final_sample['Tweet_texts'].str.split().str.len()
In [28]:
fig, axes = plt.subplots(1, 2, figsize = (17.8, 10))
fig.suptitle('Boxplot of the Word Count', fontsize= 24)

sns.boxplot(ax=axes[0], x=final_sample["count_word_bc"])
axes[0].set_title("Before Clean and Preprocess Texts", fontsize= 20)

sns.boxplot(ax=axes[1], x=final_sample["count_word_ac"])
x = axes[1].set_title("After Clean and Preprocess Texts", fontsize= 20)
In [29]:
fig, axes = plt.subplots(1, 2, figsize = (17.8, 10))
fig.suptitle('Histogram of the Word Count', fontsize= 24)

sns.histplot(ax=axes[0], data = final_sample, x="count_word_bc")
axes[0].set_title("Before Clean and Preprocess Texts", fontsize= 20)

sns.histplot(ax=axes[1], data = final_sample, x="count_word_ac")
x= axes[1].set_title("After Clean and Preprocess Texts", fontsize= 20)
In [30]:
fig, axes = plt.subplots(1, 2, figsize = (17.8, 10))
fig.suptitle('Kernel Density of the Word Count', fontsize= 24)

sns.kdeplot(ax=axes[0], data = final_sample, x="count_word_bc")
axes[0].set_title("Before Clean and Preprocess Texts", fontsize= 20)

sns.kdeplot(ax=axes[1], data = final_sample, x="count_word_ac")
x= axes[1].set_title("After Clean and Preprocess Texts", fontsize= 20)

Q8. Graphically summarize the top 10 unigram and bigrams of the tf-idf of the text of the Tweet_texts.¶

In [31]:
import numpy as np 
from sklearn.feature_extraction.text import TfidfVectorizer

def get_top_tf_idf_words(df = final_sample, col = "Tweet_texts", use_idf = True, ngram_range =(1, 1), top_n= 5):
    
    tf_idf = TfidfVectorizer(stop_words='english', ngram_range = ngram_range, use_idf = use_idf)

    X_sparse_matrix = tf_idf.fit_transform(df[col])

    feature_names = np.array(tf_idf.get_feature_names_out())

    tf_idf_sparse_matrix = tf_idf.transform(df[col])

    sorted_idx = np.argsort(tf_idf_sparse_matrix.data)[:-(top_n+1):-1]
    
    return pd.DataFrame(
    {'feature': feature_names[tf_idf_sparse_matrix.indices[sorted_idx]], # based on fancy indexing of Python
     'tf_idf': tf_idf_sparse_matrix.data[sorted_idx], # based on fancy indexing of Python
    })

top_n = 10
# Generate top tf-idf words for the texts before and after cleaning
df_text_bc = get_top_tf_idf_words(df = final_sample, col = "Tweet_texts_original", top_n= top_n)
df_text_ac = get_top_tf_idf_words(df = final_sample, col = "Tweet_texts", top_n= top_n)
In [32]:
x=range(0, top_n)

fig, ax = plt.subplots(2, 1, figsize = (17.8, 10))

fig.suptitle('Top Unigrams of the TF-IDF', fontsize= 24)

ax[0].plot(x, df_text_bc.tf_idf, 'bo')
ax[0].set_title(' Before Clean the Texts', fontsize= 20)
ax[0].set_xticks(x)
x_ticks_labels = df_text_bc.feature
ax[0].set_xticklabels(x_ticks_labels, rotation='vertical', fontsize=16)

ax[1].plot(x, df_text_ac.tf_idf, 'bo')
ax[1].set_title(' After Clean the Texts', fontsize= 20)
ax[1].set_xticks(x)
x_ticks_labels = df_text_ac.feature
ax[1].set_xticklabels(x_ticks_labels, rotation='vertical', fontsize=16)

fig.subplots_adjust(hspace=1.5)
plt.show()

Q9. Visualize the top 10 term frequency of the tokens associated with positive tweets using scattertext.¶

In [33]:
import scattertext as st

corpus_bc = st.CorpusFromPandas(
    final_sample, 
    category_col='Sentiment',
    text_col='Tweet_texts_original',
    nlp=nlp
).build()

corpus_ac = st.CorpusFromPandas(
    final_sample, 
    category_col='Sentiment', 
    text_col='Tweet_texts',
    nlp=nlp
).build()
In [34]:
term_freq_df_bc = corpus_bc.get_term_freq_df()
  
term_freq_df_bc['Positive Score'] = corpus_bc.get_scaled_f_scores('Positive')

term_freq_df_bc_freq = term_freq_df_bc.sort_values(by= 'Positive freq', ascending=False)
term_freq_df_bc_Score = term_freq_df_bc.sort_values(by= 'Positive Score', ascending=False)

term_freq_df_ac = corpus_ac.get_term_freq_df()

term_freq_df_ac['Positive Score'] = corpus_ac.get_scaled_f_scores('Positive')

term_freq_df_ac_freq = term_freq_df_ac.sort_values(by= 'Positive freq', ascending=False)
term_freq_df_ac_Score = term_freq_df_ac.sort_values(by= 'Positive Score', ascending=False)
In [35]:
term_freq_df_ac_freq = term_freq_df_ac_freq.head(10)
term_freq_df_bc_freq = term_freq_df_bc_freq.head(10)

x = range(0, top_n)

fig, ax = plt.subplots(2, 1, figsize = (17.8, 10))

fig.suptitle('Top 10 Frequency of Tokens Associated with Positive Review', fontsize= 24)

ax[0].plot(x, term_freq_df_bc_freq["Positive freq"], 'bo')
ax[0].set_title(' Before Clean the Texts', fontsize= 20)
ax[0].set_xticks(x)
x_ticks_labels = term_freq_df_bc_freq.index
ax[0].set_xticklabels(x_ticks_labels, rotation='vertical', fontsize=16)

ax[1].plot(x, term_freq_df_ac_freq["Positive freq"], 'bo')
ax[1].set_title(' After Clean the Texts', fontsize= 20)
ax[1].set_xticks(x)
x_ticks_labels = term_freq_df_ac_freq.index
ax[1].set_xticklabels(x_ticks_labels, rotation='vertical', fontsize=16)

fig.subplots_adjust(hspace=1.5)
plt.show()

Q10. Visualize the top 10 positive scores of the tokens associated with positive tweets using scattertext.¶

In [36]:
term_freq_df_ac_Score = term_freq_df_ac_Score.head(10)
term_freq_df_bc_Score = term_freq_df_bc_Score.head(10)
x = range(0, top_n)

fig, ax = plt.subplots(2, 1, figsize = (17.8, 10))

fig.suptitle('Top 10 Positive Scores of Tokens', fontsize= 24)

ax[0].plot(x, term_freq_df_bc_Score["Positive Score"], 'bo')
ax[0].set_title(' Before Clean the Texts', fontsize= 20)
ax[0].set_xticks(x)
x_ticks_labels = term_freq_df_bc_Score.index
ax[0].set_xticklabels(x_ticks_labels, rotation='vertical', fontsize=16)

ax[1].plot(x, term_freq_df_ac_Score["Positive Score"], 'bo')
ax[1].set_title(' After Clean the Texts', fontsize= 20)
ax[1].set_xticks(x)
x_ticks_labels = term_freq_df_ac_Score.index
ax[1].set_xticklabels(x_ticks_labels, rotation='vertical', fontsize=16)

fig.subplots_adjust(hspace=1.5)
plt.show()

Q11. Convert the column of the Tweet_texts to a matrix of token counts using CountVectorizer and unigrams and bigrams.¶

In [37]:
from sklearn.feature_extraction.text import CountVectorizer

vectorizer = CountVectorizer(ngram_range=(1, 2))

token_count_matrix = vectorizer.fit_transform(final_sample['Tweet_texts'])
  
print(f'The size of the feature matrix for the texts = {token_count_matrix.get_shape()}')
print(f'The first row of the feature matrix = {token_count_matrix[0, ]}.')
print(f'There are {token_count_matrix[0, ].count_nonzero()}/{token_count_matrix.get_shape()[1]} non-zeros')
The size of the feature matrix for the texts = (412, 11666)
The first row of the feature matrix =   (0, 7367)	1
  (0, 3320)	1
  (0, 389)	1
  (0, 2599)	1
  (0, 2993)	1
  (0, 8386)	1
  (0, 7749)	1
  (0, 3715)	1
  (0, 7368)	1
  (0, 3321)	1
  (0, 391)	1
  (0, 2602)	1
  (0, 2995)	1
  (0, 8387)	1
  (0, 7768)	1.
There are 15/11666 non-zeros

Q12. Perform the tf-idf analysis on the column of the Tweet_texts using Tfidfvectorizer.¶

In [38]:
from sklearn.feature_extraction.text import TfidfTransformer

tf_idf_transformer=TfidfTransformer(use_idf=True, smooth_idf=True, sublinear_tf=False) 

tf_idf_matrix = tf_idf_transformer.fit_transform(token_count_matrix)

print(f'The size of the tf_idf matrix for the texts = {tf_idf_matrix.get_shape()}')
print(f'The sparse tf_idf matrix is as follows:')
print(tf_idf_matrix)
The size of the tf_idf matrix for the texts = (412, 11666)
The sparse tf_idf matrix is as follows:
  (0, 8387)	0.2842318669248711
  (0, 8386)	0.2842318669248711
  (0, 7768)	0.2842318669248711
  (0, 7749)	0.11916516625039764
  (0, 7368)	0.2842318669248711
  (0, 7367)	0.2660263952817386
  (0, 3715)	0.22798253685323203
  (0, 3321)	0.2660263952817386
  (0, 3320)	0.22798253685323203
  (0, 2995)	0.2842318669248711
  (0, 2993)	0.2660263952817386
  (0, 2602)	0.2842318669248711
  (0, 2599)	0.21196775420525074
  (0, 391)	0.2842318669248711
  (0, 389)	0.24309021354356458
  (1, 11560)	0.13798609592877528
  (1, 11551)	0.12914788231199636
  (1, 11549)	0.1179674770492143
  (1, 11436)	0.13798609592877528
  (1, 11413)	0.07895678444504205
  (1, 11393)	0.13798609592877528
  (1, 11388)	0.08207605611489964
  (1, 10794)	0.13798609592877528
  (1, 10793)	0.13798609592877528
  (1, 10342)	0.13798609592877528
  :	:
  (411, 7488)	0.15327337585643078
  (411, 7007)	0.1854595479406663
  (411, 7002)	0.14484512069763583
  (411, 6985)	0.1854595479406663
  (411, 6975)	0.12844999182703026
  (411, 6767)	0.1854595479406663
  (411, 6748)	0.10612148601975521
  (411, 6102)	0.1854595479406663
  (411, 6096)	0.1195031900979706
  (411, 4517)	0.09000671446932029
  (411, 4509)	0.08485362514271744
  (411, 4385)	0.1854595479406663
  (411, 4384)	0.15861487172550595
  (411, 3466)	0.1854595479406663
  (411, 3465)	0.1854595479406663
  (411, 2511)	0.1854595479406663
  (411, 2448)	0.05671485960372425
  (411, 1317)	0.15861487172550595
  (411, 1248)	0.06478363643178943
  (411, 955)	0.173580589477946
  (411, 952)	0.1355153446734897
  (411, 813)	0.1854595479406663
  (411, 714)	0.05314383943095999
  (411, 584)	0.1854595479406663
  (411, 582)	0.15861487172550595

Q13. Find the cosine similarity in Tweet_texts between the 200th and 20,000th tweets.¶

In [39]:
from sklearn.metrics.pairwise import cosine_similarity

cos_sim = cosine_similarity(tf_idf_matrix, dense_output=True)

print(f"The cosine similarity between '{final_sample.loc[final_sample.index[1], 'Tweet_texts']}' and '{final_sample.loc[final_sample.index[199], 'Tweet_texts']}' is {cos_sim[1,199]}")
The cosine similarity between 'canada remember   say thank you   all those work   essential service the first responder the grocery store and pharmacy staff the taxi and bus driver the police officer and firefighter the utility worker there be   many thank you covid19 coronavirus' and 'worldwide what lockdown rule around here people be drive around day and night the supermarket   full and fail   count number   keep social distancing rule covid19pandemic coronavirus lockdown glasgow' is 0.020602255377710554

Q14. Find the corpus vector equal to the average of all the document vectors, where each document corresponds to a tweet or a row in this dataset.¶

In [40]:
vector_array = []

for tweet in final_sample:
    tweet_vector = nlp(tweet).vector
    vector_array.append(tweet_vector)

vector_np_array = np.array(vector_array)

print(f"Corpus vector equal to the average of all the document vector is: \n{vector_np_array.mean(axis=0)}")
Corpus vector equal to the average of all the document vector is: 
[ 0.0565193  -0.49414828 -0.10164774  0.00322362  0.36567828 -0.6944256
 -0.6884574  -0.72666305 -0.49822557 -0.11770191  0.73163146 -0.20141864
 -0.07235938  0.31260857 -0.09462584  0.13198455 -0.04289513  0.02573293
 -0.41180518 -0.39983496  0.00862799 -0.6349558  -0.50158864  0.04183084
 -0.37459317 -0.14987499  0.14596067 -0.29919383  0.19768731 -0.35839328
 -0.07461043  0.1899933   0.21382397 -0.48393226  0.54218155  0.5379165
 -0.6085499   0.7726226   0.3184404   0.26572677 -0.26792827  0.42801246
 -0.23268329  1.1774791   0.13425027 -0.28043184  0.3391191  -0.00379457
 -0.43437925 -0.02607446  0.30645403  0.13425344 -0.0866674  -0.4868264
 -0.03650158 -0.4598355   0.12153511  0.32877815  0.38710657 -0.33590257
  0.7050007  -0.29092863  0.36540183  0.13695559  0.03570491 -0.5195349
 -0.43508193 -0.36315703  0.46987548  0.3491594   0.4746903  -0.16927962
 -0.4517566  -0.34064242 -0.03688206  0.6561437   0.56048626 -0.81480414
 -0.38615215 -0.03461851  0.16246955  0.17831467  0.22751991  0.9142025
 -0.7658522  -0.07577757  0.26036188 -0.7841981   0.09419399  0.16643332
 -0.5678156   0.8421564   0.12429657  0.86047083 -0.17233676 -0.3721137 ]

Q15 Build the first model based on the training dataset using the random forests and pipeline.¶

In [41]:
def spacy_tokenizer(sentence):
    mytokens = nlp(sentence)
    mytokens = [ word.lemma_ for word in mytokens if word not in stop_words]
    return mytokens  
In [42]:
from sklearn.base import TransformerMixin

class features(TransformerMixin):
    def transform(self, X, **transform_params):
        return [clean_text(text) for text in X]
    
    def fit(self, X, y= None, **fit_params):
        return self
    
    def get_params(self, deep= True):
        return {}
In [43]:
from sklearn.model_selection import train_test_split

X = final_sample['Tweet_texts']
y = final_sample['Sentiment']

X_train, X_test, y_train, y_test = train_test_split(X, y, test_size = 0.2, random_state = 42, stratify = y)
print(f'X_train dimension: {X_train.shape}; y_train dimension: {y_train.shape}')
print(f'X_test dimension: {X_test.shape}; y_train dimension: {y_test.shape}')
X_train dimension: (329,); y_train dimension: (329,)
X_test dimension: (83,); y_train dimension: (83,)
In [44]:
from sklearn.feature_extraction.text import TfidfVectorizer
from sklearn.pipeline import Pipeline
from sklearn.ensemble import RandomForestClassifier
from time import time
t0 = time()

tfidf_vector = TfidfVectorizer(tokenizer = spacy_tokenizer, ngram_range = (1,1))

classifier = RandomForestClassifier()

pipeline = Pipeline ([
    ("cleaner", features()),
    ("vectorizer", tfidf_vector),
    ("classifier", classifier)
])

pipeline.fit(X_train, y_train)

print(f"It takes about {time() - t0:.1f} seconds")
It takes about 3.7 seconds

Q16. Check the first model on the test dataset. Is it a good model based on the selected evaluation metrics? Please justify your answer.¶

In [45]:
from sklearn.metrics import confusion_matrix, ConfusionMatrixDisplay

target_names = ['Extremely Negative', 'Negative', 'Neutral', 'Positive', 'Extremely Positive']

titles_options = [
    ("Confusion matrix, without normalization", None),
    ("Normalized confusion matrix", 'true')
]

for title, normalize in titles_options:
    
    y_pred = pipeline.predict(X_test)
    cm = confusion_matrix (y_test, y_pred)
    
    disp = ConfusionMatrixDisplay(
        cm
    )

    print(title)
    print(disp.confusion_matrix)

plt.show()
Confusion matrix, without normalization
[[ 0  2  1  0  4]
 [ 0  2  4  0  8]
 [ 0  0  7  2 11]
 [ 0  0  3  4  9]
 [ 0  0  7  2 17]]
Normalized confusion matrix
[[ 0  2  1  0  4]
 [ 0  2  4  0  8]
 [ 0  0  7  2 11]
 [ 0  0  3  4  9]
 [ 0  0  7  2 17]]
In [46]:
from sklearn.metrics import classification_report

print(classification_report(y_test, y_pred, target_names = target_names))
                    precision    recall  f1-score   support

Extremely Negative       0.00      0.00      0.00         7
          Negative       0.50      0.14      0.22        14
           Neutral       0.32      0.35      0.33        20
          Positive       0.50      0.25      0.33        16
Extremely Positive       0.35      0.65      0.45        26

          accuracy                           0.36        83
         macro avg       0.33      0.28      0.27        83
      weighted avg       0.37      0.36      0.32        83

/opt/anaconda3/envs/dsci614/lib/python3.8/site-packages/sklearn/metrics/_classification.py:1308: UndefinedMetricWarning: Precision and F-score are ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, msg_start, len(result))
/opt/anaconda3/envs/dsci614/lib/python3.8/site-packages/sklearn/metrics/_classification.py:1308: UndefinedMetricWarning: Precision and F-score are ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, msg_start, len(result))
/opt/anaconda3/envs/dsci614/lib/python3.8/site-packages/sklearn/metrics/_classification.py:1308: UndefinedMetricWarning: Precision and F-score are ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, msg_start, len(result))

Q17. Create the second model using pipeline, grid search CV for the hyperparameters for the estimators.¶

In [47]:
from sklearn.pipeline import Pipeline
from sklearn.tree import DecisionTreeClassifier
from sklearn.model_selection import GridSearchCV
from pprint import pprint
from time import time

pipeline = Pipeline ([
    ("cleaner", features()),
    ("vectorizer", TfidfVectorizer(tokenizer = spacy_tokenizer)),
    ("classifier", DecisionTreeClassifier())
])


parameters = {
    'vectorizer__max_df': (0.5, 1.0),
    'vectorizer__ngram_range': ((1, 1), (1,2)),  # unigrams or bigrams
    'vectorizer__use_idf': (True, False),
    'classifier__max_features': ["auto"],
}

grid_search = GridSearchCV(pipeline, parameters, n_jobs=-1, verbose=1)

print("Performing grid search...")
print("The pipeline contains:", [name for name, _ in pipeline.steps])
print("parameters are as follows:")
pprint(parameters)
t0 = time()
grid_search.fit(X_train, y_train)
print(f"It takes about {time() - t0:.1f} seconds.")
print()

print(f"Best score= {grid_search.best_score_:0.3f}")
print("Best parameters set:")
best_parameters = grid_search.best_estimator_.get_params()
for param_name in sorted(parameters.keys()):
    print("\t%s: %r" % (param_name, best_parameters[param_name]))
Performing grid search...
The pipeline contains: ['cleaner', 'vectorizer', 'classifier']
parameters are as follows:
{'classifier__max_features': ['auto'],
 'vectorizer__max_df': (0.5, 1.0),
 'vectorizer__ngram_range': ((1, 1), (1, 2)),
 'vectorizer__use_idf': (True, False)}
Fitting 5 folds for each of 8 candidates, totalling 40 fits
It takes about 62.5 seconds.

Best score= 0.328
Best parameters set:
	classifier__max_features: 'auto'
	vectorizer__max_df: 1.0
	vectorizer__ngram_range: (1, 2)
	vectorizer__use_idf: True

Q18. Tune the second model and perform model diagnostics on the test dataset. Is it a good model? Please justify your answer.¶

In [50]:
from sklearn.metrics import plot_confusion_matrix

target_names = ['Extremely Negative', 'Negative', 'Neutral', 'Positive', 'Extremely Positive']

titles_options = [
    ("Confusion matrix, without normalization", None),
    ("Normalized confusion matrix", 'true')
]

for title, normalize in titles_options:
    disp = plot_confusion_matrix(
        grid_search, X_test, y_test,
        display_labels= target_names,
        cmap=plt.cm.Blues,
        normalize=normalize
    )
    disp.ax_.set_title(title)

    print(title)
    print(disp.confusion_matrix)

plt.show()
/opt/anaconda3/envs/dsci614/lib/python3.8/site-packages/sklearn/utils/deprecation.py:87: FutureWarning: Function plot_confusion_matrix is deprecated; Function `plot_confusion_matrix` is deprecated in 1.0 and will be removed in 1.2. Use one of the class methods: ConfusionMatrixDisplay.from_predictions or ConfusionMatrixDisplay.from_estimator.
  warnings.warn(msg, category=FutureWarning)
Confusion matrix, without normalization
[[ 0  1  5  0  1]
 [ 1  2  7  2  2]
 [ 1  1  7  4  7]
 [ 1  0  5  7  3]
 [ 0  7 11  5  3]]
/opt/anaconda3/envs/dsci614/lib/python3.8/site-packages/sklearn/utils/deprecation.py:87: FutureWarning: Function plot_confusion_matrix is deprecated; Function `plot_confusion_matrix` is deprecated in 1.0 and will be removed in 1.2. Use one of the class methods: ConfusionMatrixDisplay.from_predictions or ConfusionMatrixDisplay.from_estimator.
  warnings.warn(msg, category=FutureWarning)
Normalized confusion matrix
[[0.         0.14285714 0.71428571 0.         0.14285714]
 [0.07142857 0.14285714 0.5        0.14285714 0.14285714]
 [0.05       0.05       0.35       0.2        0.35      ]
 [0.0625     0.         0.3125     0.4375     0.1875    ]
 [0.         0.26923077 0.42307692 0.19230769 0.11538462]]
In [51]:
y_pred = grid_search.predict(X_test)

print(classification_report(y_test, y_pred, target_names = target_names))
                    precision    recall  f1-score   support

Extremely Negative       0.00      0.00      0.00         7
          Negative       0.18      0.14      0.16        14
           Neutral       0.20      0.35      0.25        20
          Positive       0.39      0.44      0.41        16
Extremely Positive       0.19      0.12      0.14        26

          accuracy                           0.23        83
         macro avg       0.19      0.21      0.19        83
      weighted avg       0.21      0.23      0.21        83

Q19. Build the third model using pipeline, grid search CV, hyperparameter for the following classifiers:¶

  • Logistic regression
  • Support Vector Machine
  • Random Forest
In [52]:
from sklearn.base import BaseEstimator
from sklearn.linear_model import LogisticRegression

class ClfSwitcher(BaseEstimator): 
    def __init__(
        self, 
        estimator = LogisticRegression(), 
    ):

        self.estimator = estimator

    def fit(self, X, y=None, **kwargs):
        self.estimator.fit(X, y)
        return self

    def predict(self, X, y=None):
        return self.estimator.predict(X)

    def predict_proba(self, X):
        return self.estimator.predict_proba(X)

    def score(self, X, y):
        return self.estimator.score(X, y)
In [53]:
from sklearn.svm import SVC

pipeline = Pipeline ([
    ("cleaner", features()),
    ("vectorizer", TfidfVectorizer()),
    ("classifier", ClfSwitcher())
]) 

parameters = [
    {
        'vectorizer__tokenizer': [spacy_tokenizer],
        'vectorizer__max_df': [1.0],
        'vectorizer__norm': ('l1', 'l2'),
        'vectorizer__stop_words': [None],
        'classifier__estimator': [LogisticRegression(), ], 
        'classifier__estimator__penalty': ('l2', 'elasticnet', 'l1'),
        'classifier__estimator__max_iter': [50, 80],
    },
    {
        'vectorizer__tokenizer': [spacy_tokenizer],
        'vectorizer__max_df': [1.0],
        'vectorizer__norm': ('l1', 'l2'),
        'vectorizer__stop_words': [None],
        'classifier__estimator': [SVC()],
    },
        {
        'vectorizer__tokenizer': [spacy_tokenizer],
        'vectorizer__max_df': [1.0],
        'vectorizer__norm': ('l1', 'l2'),
        'vectorizer__stop_words': [None],
        'classifier__estimator': [RandomForestClassifier()],
    },
]

print("Performing grid search...")
print("The pipeline contains:", [name for name, _ in pipeline.steps])
print("parameters are as follows:")
pprint(parameters)

t0 = time()

gscv = GridSearchCV(pipeline, parameters, cv=5, n_jobs= -1, return_train_score=False, verbose=3)
gscv.fit(X_train, y_train)
print(f"It takes about {time() - t0:.3f} seconds")
Performing grid search...
The pipeline contains: ['cleaner', 'vectorizer', 'classifier']
parameters are as follows:
[{'classifier__estimator': [LogisticRegression()],
  'classifier__estimator__max_iter': [50, 80],
  'classifier__estimator__penalty': ('l2', 'elasticnet', 'l1'),
  'vectorizer__max_df': [1.0],
  'vectorizer__norm': ('l1', 'l2'),
  'vectorizer__stop_words': [None],
  'vectorizer__tokenizer': [<function spacy_tokenizer at 0x7fd90a141670>]},
 {'classifier__estimator': [SVC()],
  'vectorizer__max_df': [1.0],
  'vectorizer__norm': ('l1', 'l2'),
  'vectorizer__stop_words': [None],
  'vectorizer__tokenizer': [<function spacy_tokenizer at 0x7fd90a141670>]},
 {'classifier__estimator': [RandomForestClassifier()],
  'vectorizer__max_df': [1.0],
  'vectorizer__norm': ('l1', 'l2'),
  'vectorizer__stop_words': [None],
  'vectorizer__tokenizer': [<function spacy_tokenizer at 0x7fd90a141670>]}]
Fitting 5 folds for each of 16 candidates, totalling 80 fits
/opt/anaconda3/envs/dsci614/lib/python3.8/site-packages/sklearn/model_selection/_validation.py:372: FitFailedWarning: 
40 fits failed out of a total of 80.
The score on these train-test partitions for these parameters will be set to nan.
If these failures are not expected, you can try to debug them by setting error_score='raise'.

Below are more details about the failures:
--------------------------------------------------------------------------------
20 fits failed with the following error:
Traceback (most recent call last):
  File "/opt/anaconda3/envs/dsci614/lib/python3.8/site-packages/sklearn/model_selection/_validation.py", line 681, in _fit_and_score
    estimator.fit(X_train, y_train, **fit_params)
  File "/opt/anaconda3/envs/dsci614/lib/python3.8/site-packages/sklearn/pipeline.py", line 394, in fit
    self._final_estimator.fit(Xt, y, **fit_params_last_step)
  File "/var/folders/vr/3692k8jj3h905qkblwr9h5xc0000gn/T/ipykernel_59726/2885128314.py", line 13, in fit
  File "/opt/anaconda3/envs/dsci614/lib/python3.8/site-packages/sklearn/linear_model/_logistic.py", line 1461, in fit
    solver = _check_solver(self.solver, self.penalty, self.dual)
  File "/opt/anaconda3/envs/dsci614/lib/python3.8/site-packages/sklearn/linear_model/_logistic.py", line 447, in _check_solver
    raise ValueError(
ValueError: Solver lbfgs supports only 'l2' or 'none' penalties, got elasticnet penalty.

--------------------------------------------------------------------------------
20 fits failed with the following error:
Traceback (most recent call last):
  File "/opt/anaconda3/envs/dsci614/lib/python3.8/site-packages/sklearn/model_selection/_validation.py", line 681, in _fit_and_score
    estimator.fit(X_train, y_train, **fit_params)
  File "/opt/anaconda3/envs/dsci614/lib/python3.8/site-packages/sklearn/pipeline.py", line 394, in fit
    self._final_estimator.fit(Xt, y, **fit_params_last_step)
  File "/var/folders/vr/3692k8jj3h905qkblwr9h5xc0000gn/T/ipykernel_59726/2885128314.py", line 13, in fit
  File "/opt/anaconda3/envs/dsci614/lib/python3.8/site-packages/sklearn/linear_model/_logistic.py", line 1461, in fit
    solver = _check_solver(self.solver, self.penalty, self.dual)
  File "/opt/anaconda3/envs/dsci614/lib/python3.8/site-packages/sklearn/linear_model/_logistic.py", line 447, in _check_solver
    raise ValueError(
ValueError: Solver lbfgs supports only 'l2' or 'none' penalties, got l1 penalty.

  warnings.warn(some_fits_failed_message, FitFailedWarning)
/opt/anaconda3/envs/dsci614/lib/python3.8/site-packages/sklearn/model_selection/_search.py:969: UserWarning: One or more of the test scores are non-finite: [0.31020979 0.35291375        nan        nan        nan        nan
 0.31020979 0.35291375        nan        nan        nan        nan
 0.34662005 0.31328671 0.33752914 0.31934732]
  warnings.warn(
It takes about 103.268 seconds
In [54]:
print(f"Best score= {gscv.best_score_:0.3f}")

best_parameters = gscv.best_estimator_.get_params()

all_classifiers =[]
for parameter in parameters:
    all_classifiers.append(parameter['classifier__estimator'])
all_classifiers = [str(alg) for clf in all_classifiers for alg in clf]
print("All potential classifiers:")
pprint(all_classifiers)

idx = all_classifiers.index(str(best_parameters['classifier__estimator']))
print("Best parameters set:")
for param_name in sorted(parameters[idx].keys()):
    print("\t%s: %r" % (param_name, best_parameters[param_name]))
Best score= 0.353
All potential classifiers:
['LogisticRegression(max_iter=50)', 'SVC()', 'RandomForestClassifier()']
Best parameters set:
	classifier__estimator: LogisticRegression(max_iter=50)
	classifier__estimator__max_iter: 50
	classifier__estimator__penalty: 'l2'
	vectorizer__max_df: 1.0
	vectorizer__norm: 'l2'
	vectorizer__stop_words: None
	vectorizer__tokenizer: <function spacy_tokenizer at 0x7fd90a141670>

Q20. Tune the third model and perform model diagnostics on the test dataset. Is it a good model? Please justify your answer.¶

In [55]:
from sklearn.metrics import confusion_matrix

y_pred = gscv.predict(X_test)
cm = confusion_matrix(y_test, y_pred)
ax = plt.axes()

sns.heatmap(cm, annot=True, fmt = 'd', xticklabels = target_names, yticklabels = target_names)
ax.set_title("Confusion matrix, without normalization")
plt.show()

y_pred = gscv.predict(X_test)
cm = confusion_matrix(y_test, y_pred)
ax = plt.axes()

sns.heatmap(cm, annot=True, fmt = 'd', xticklabels = target_names, yticklabels = target_names)
ax.set_title("Confusion matrix, without normalization")
plt.show()
In [56]:
y_pred = gscv.predict(X_test)
cm = confusion_matrix(y_test, y_pred)
cm = cm / cm.astype(np.float64).sum(axis=1)[:,None]

ax = plt.axes()

sns.heatmap(cm, annot=True, fmt = '.2f', xticklabels = target_names, yticklabels = target_names)
ax.set_title("Normalized confusion matrix")
plt.show()
In [57]:
from sklearn.metrics import classification_report

y_pred = gscv.predict(X_test)

print(classification_report(y_test, y_pred, target_names = target_names))
                    precision    recall  f1-score   support

Extremely Negative       0.00      0.00      0.00         7
          Negative       0.67      0.14      0.24        14
           Neutral       0.30      0.15      0.20        20
          Positive       1.00      0.12      0.22        16
Extremely Positive       0.34      0.88      0.49        26

          accuracy                           0.36        83
         macro avg       0.46      0.26      0.23        83
      weighted avg       0.48      0.36      0.28        83

/opt/anaconda3/envs/dsci614/lib/python3.8/site-packages/sklearn/metrics/_classification.py:1308: UndefinedMetricWarning: Precision and F-score are ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, msg_start, len(result))
/opt/anaconda3/envs/dsci614/lib/python3.8/site-packages/sklearn/metrics/_classification.py:1308: UndefinedMetricWarning: Precision and F-score are ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, msg_start, len(result))
/opt/anaconda3/envs/dsci614/lib/python3.8/site-packages/sklearn/metrics/_classification.py:1308: UndefinedMetricWarning: Precision and F-score are ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, msg_start, len(result))

Q21. Generate the first topic model by setting five topics using LDA method and CountVectorizer.¶

In [58]:
tf_vectorizer = CountVectorizer(max_df=0.90, min_df=5, stop_words='english')

document_word_matrix_tf = tf_vectorizer.fit_transform(final_sample['Tweet_texts'])
In [59]:
from sklearn.decomposition import LatentDirichletAllocation

lda = LatentDirichletAllocation(n_components= 5 ,random_state= 101)
lda.fit(document_word_matrix_tf)
Out[59]:
LatentDirichletAllocation(n_components=5, random_state=101)

Q22. Plot the top 15 words for each topic for the model above.¶

In [60]:
n_top_words = 15

for index,topic in enumerate(lda.components_):
    print(f'THE TOP {n_top_words} WORDS FOR TOPIC #{index}')

    print([tf_vectorizer.get_feature_names_out()[j] for j in topic.argsort()[-n_top_words:]])
    print('#'*100)
THE TOP 15 WORDS FOR TOPIC #0
['supermarket', 'help', 'service', 'delivery', 'stay', 'work', 'consumer', 'people', 'home', 'shopping', 'demand', 'online', 'covid', '19', 'food']
####################################################################################################
THE TOP 15 WORDS FOR TOPIC #1
['buy', 'amp', 'toiletpaper', 'home', '2020', 'kingdom', 'stock', 'supermarket', 'pandemic', 'united', 'people', 'food', 'covid19', 'price', 'coronavirus']
####################################################################################################
THE TOP 15 WORDS FOR TOPIC #2
['think', 'shelf', 'covid19', 'covid_19', 'thank', 'know', 'work', 'worker', 'people', 'supermarket', 'like', 'nt', 'coronavirus', 'grocery', 'store']
####################################################################################################
THE TOP 15 WORDS FOR TOPIC #3
['supply', 'buy', 'live', 'food', 'just', 'time', 'mask', 'day', 'shopping', 'online', 'use', 'supermarket', 'sanitizer', 'hand', 'coronavirus']
####################################################################################################
THE TOP 15 WORDS FOR TOPIC #4
['amid', 'oil', 'business', 'pandemic', 'crisis', 'india', 'good', 'nt', 'impact', 'coronavirus', 'consumer', 'amp', 'price', 'covid', '19']
####################################################################################################
In [61]:
def plot_top_words(model, feature_names, n_top_words, title):

    fig, axes = plt.subplots(3, 2, figsize=(30, 15), sharex=True)
    axes = axes.flatten()
    
    for topic_idx, topic in enumerate(model.components_):
        top_features_ind = topic.argsort()[:-n_top_words - 1:-1]
        top_features = [feature_names[i] for i in top_features_ind]
        weights = topic[top_features_ind]
        ax = axes[topic_idx]
        ax.barh(top_features, weights, height=0.7)
        ax.set_title(
            f'Topic {topic_idx +1}',
            fontdict={'fontsize': 30}
        )

        ax.invert_yaxis()
        ax.tick_params(
            axis='both', 
            which='major', 
            labelsize=20
        )
        for i in 'top right left'.split():
            ax.spines[i].set_visible(False)
        fig.suptitle(title, fontsize=40)

    plt.subplots_adjust(top=0.90, bottom=0.05, wspace=0.90, hspace=0.3)
    plt.show()
In [62]:
tf_feature_names = tf_vectorizer.get_feature_names_out()
plot_top_words(lda, tf_feature_names, n_top_words, 'Topics in LDA model')

Q23 Generate the second topic model by setting five topics using LDA method and TfidfVectorizer.¶

In [63]:
from sklearn.decomposition import LatentDirichletAllocation

tfidf_vectorizer = TfidfVectorizer(
    stop_words = 'english',
    lowercase = True,
    token_pattern = r'\b[a-zA-Z0-9]{2,}\b', 
    max_df = 0.9, 
    min_df = 5
)

document_word_matrix_tf_idf = tfidf_vectorizer.fit_transform(final_sample['Tweet_texts'])
In [64]:
lda_tf_idf = LatentDirichletAllocation(n_components= 5, random_state= 101)

lda_tf_idf.fit(document_word_matrix_tf_idf)
Out[64]:
LatentDirichletAllocation(n_components=5, random_state=101)

Q24. Plot the top 15 words for each topic for the second model above.¶

In [65]:
for index,topic in enumerate(lda_tf_idf.components_):
    print(f'THE TOP {n_top_words} WORDS FOR TOPIC #{index}')

    print([tf_vectorizer.get_feature_names_out()[j] for j in topic.argsort()[-n_top_words:]])
    print('#'*100)
THE TOP 15 WORDS FOR TOPIC #0
['drive', 'consider', 'usa', 'coronavirus', 'amp', 'street', 'wonder', 'time', 'remember', 'houston', 'paper', 'covid', '19', 'work', 'consumer']
####################################################################################################
THE TOP 15 WORDS FOR TOPIC #1
['low', 'life', 'offer', 'news', 'sell', 'pay', 'sanitizer', 'amp', 'coronavirus', 'power', 'great', 'covid', '19', 'fight', 'stop']
####################################################################################################
THE TOP 15 WORDS FOR TOPIC #2
['think', 'kind', 'news', 'need', 'usa', '19', 'pay', 'wonder', 'line', 'toilet', 'hit', 'covid19', 'states', 'street', 'coronavirus']
####################################################################################################
THE TOP 15 WORDS FOR TOPIC #3
['need', 'donate', 'panic', '19', 'shelf', 'covid', 'lockdown', 'fight', 'coronavirus', 'today', 'street', 'customer', 'local', 'oil', 'shop']
####################################################################################################
THE TOP 15 WORDS FOR TOPIC #4
['urge', 'united', 'help', 'include', 'know', 'covid19', 'outside', 'lose', 'safe', 'delivery', 'grocery', 'free', 'market', 'coronavirus', 'power']
####################################################################################################
In [66]:
tf_feature_names = tfidf_vectorizer.get_feature_names_out()
plot_top_words(lda_tf_idf, tf_feature_names, n_top_words, 'Topics in LDA model')

Q25. Visualize the second topic model using the dimension reduction method.¶

In [67]:
import pyLDAvis
import pyLDAvis.sklearn

pyLDAvis.enable_notebook()

pyLDAvis.sklearn.prepare(
    lda_model = lda_tf_idf, 
    dtm = document_word_matrix_tf_idf, 
    vectorizer = tfidf_vectorizer
)
/opt/anaconda3/envs/dsci614/lib/python3.8/site-packages/sklearn/utils/deprecation.py:87: FutureWarning: Function get_feature_names is deprecated; get_feature_names is deprecated in 1.0 and will be removed in 1.2. Please use get_feature_names_out instead.
  warnings.warn(msg, category=FutureWarning)
/opt/anaconda3/envs/dsci614/lib/python3.8/site-packages/pyLDAvis/_prepare.py:246: FutureWarning: In a future version of pandas all arguments of DataFrame.drop except for the argument 'labels' will be keyword-only
  default_term_info = default_term_info.sort_values(
Out[67]:
[CV 5/5] END classifier__estimator=LogisticRegression(), classifier__estimator__max_iter=50, classifier__estimator__penalty=l2, vectorizer__max_df=1.0, vectorizer__norm=l1, vectorizer__stop_words=None, vectorizer__tokenizer=<function spacy_tokenizer at 0x7fb02b7e9940>;, score=0.369 total time=   8.8s
[CV 3/5] END classifier__estimator=LogisticRegression(), classifier__estimator__max_iter=50, classifier__estimator__penalty=elasticnet, vectorizer__max_df=1.0, vectorizer__norm=l1, vectorizer__stop_words=None, vectorizer__tokenizer=<function spacy_tokenizer at 0x7fb02b7e9e50>;, score=nan total time=   7.9s
[CV 4/5] END classifier__estimator=LogisticRegression(), classifier__estimator__max_iter=50, classifier__estimator__penalty=elasticnet, vectorizer__max_df=1.0, vectorizer__norm=l2, vectorizer__stop_words=None, vectorizer__tokenizer=<function spacy_tokenizer at 0x7fb00fdabee0>;, score=nan total time=   7.7s
[CV 2/5] END classifier__estimator=LogisticRegression(), classifier__estimator__max_iter=50, classifier__estimator__penalty=l1, vectorizer__max_df=1.0, vectorizer__norm=l2, vectorizer__stop_words=None, vectorizer__tokenizer=<function spacy_tokenizer at 0x7fb02b0255e0>;, score=nan total time=   7.2s
[CV 5/5] END classifier__estimator=LogisticRegression(), classifier__estimator__max_iter=80, classifier__estimator__penalty=l2, vectorizer__max_df=1.0, vectorizer__norm=l1, vectorizer__stop_words=None, vectorizer__tokenizer=<function spacy_tokenizer at 0x7fb00faf9430>;, score=0.369 total time=  10.2s
[CV 3/5] END classifier__estimator=LogisticRegression(), classifier__estimator__max_iter=80, classifier__estimator__penalty=elasticnet, vectorizer__max_df=1.0, vectorizer__norm=l1, vectorizer__stop_words=None, vectorizer__tokenizer=<function spacy_tokenizer at 0x7fb00faf94c0>;, score=nan total time=  10.7s
[CV 1/5] END classifier__estimator=LogisticRegression(), classifier__estimator__max_iter=80, classifier__estimator__penalty=l1, vectorizer__max_df=1.0, vectorizer__norm=l1, vectorizer__stop_words=None, vectorizer__tokenizer=<function spacy_tokenizer at 0x7fb00fb21160>;, score=nan total time=   8.7s
[CV 4/5] END classifier__estimator=LogisticRegression(), classifier__estimator__max_iter=80, classifier__estimator__penalty=l1, vectorizer__max_df=1.0, vectorizer__norm=l2, vectorizer__stop_words=None, vectorizer__tokenizer=<function spacy_tokenizer at 0x7fb02b025e50>;, score=nan total time=   6.9s
[CV 2/5] END classifier__estimator=SVC(), vectorizer__max_df=1.0, vectorizer__norm=l2, vectorizer__stop_words=None, vectorizer__tokenizer=<function spacy_tokenizer at 0x7fb00fdabb80>;, score=0.288 total time=   7.9s
[CV 5/5] END classifier__estimator=RandomForestClassifier(), vectorizer__max_df=1.0, vectorizer__norm=l1, vectorizer__stop_words=None, vectorizer__tokenizer=<function spacy_tokenizer at 0x7fb00fdab790>;, score=0.385 total time=   9.0s
[CV 2/5] END classifier__estimator=LogisticRegression(), classifier__estimator__max_iter=50, classifier__estimator__penalty=l2, vectorizer__max_df=1.0, vectorizer__norm=l1, vectorizer__stop_words=None, vectorizer__tokenizer=<function spacy_tokenizer at 0x7f80fc0ceb80>;, score=0.273 total time=   8.1s
[CV 5/5] END classifier__estimator=LogisticRegression(), classifier__estimator__max_iter=50, classifier__estimator__penalty=l2, vectorizer__max_df=1.0, vectorizer__norm=l2, vectorizer__stop_words=None, vectorizer__tokenizer=<function spacy_tokenizer at 0x7f80e082cc10>;, score=0.462 total time=  10.6s
[CV 4/5] END classifier__estimator=LogisticRegression(), classifier__estimator__max_iter=50, classifier__estimator__penalty=l1, vectorizer__max_df=1.0, vectorizer__norm=l1, vectorizer__stop_words=None, vectorizer__tokenizer=<function spacy_tokenizer at 0x7f80e082cb80>;, score=nan total time=   7.4s
[CV 2/5] END classifier__estimator=LogisticRegression(), classifier__estimator__max_iter=80, classifier__estimator__penalty=l2, vectorizer__max_df=1.0, vectorizer__norm=l1, vectorizer__stop_words=None, vectorizer__tokenizer=<function spacy_tokenizer at 0x7f80fc0cee50>;, score=0.273 total time=  10.0s
[CV 5/5] END classifier__estimator=LogisticRegression(), classifier__estimator__max_iter=80, classifier__estimator__penalty=l2, vectorizer__max_df=1.0, vectorizer__norm=l2, vectorizer__stop_words=None, vectorizer__tokenizer=<function spacy_tokenizer at 0x7f80fc0ce940>;, score=0.462 total time=   9.7s
[CV 3/5] END classifier__estimator=LogisticRegression(), classifier__estimator__max_iter=80, classifier__estimator__penalty=elasticnet, vectorizer__max_df=1.0, vectorizer__norm=l2, vectorizer__stop_words=None, vectorizer__tokenizer=<function spacy_tokenizer at 0x7f80fb932550>;, score=nan total time=  11.1s
[CV 1/5] END classifier__estimator=LogisticRegression(), classifier__estimator__max_iter=80, classifier__estimator__penalty=l1, vectorizer__max_df=1.0, vectorizer__norm=l2, vectorizer__stop_words=None, vectorizer__tokenizer=<function spacy_tokenizer at 0x7f80fc0cee50>;, score=nan total time=   7.6s
[CV 4/5] END classifier__estimator=SVC(), vectorizer__max_df=1.0, vectorizer__norm=l1, vectorizer__stop_words=None, vectorizer__tokenizer=<function spacy_tokenizer at 0x7f80fb932670>;, score=0.348 total time=   8.3s
[CV 2/5] END classifier__estimator=RandomForestClassifier(), vectorizer__max_df=1.0, vectorizer__norm=l1, vectorizer__stop_words=None, vectorizer__tokenizer=<function spacy_tokenizer at 0x7f80fb932940>;, score=0.258 total time=   8.9s
[CV 5/5] END classifier__estimator=RandomForestClassifier(), vectorizer__max_df=1.0, vectorizer__norm=l2, vectorizer__stop_words=None, vectorizer__tokenizer=<function spacy_tokenizer at 0x7f80fb932b80>;, score=0.385 total time=   6.3s
[CV 1/5] END classifier__estimator=LogisticRegression(), classifier__estimator__max_iter=50, classifier__estimator__penalty=l2, vectorizer__max_df=1.0, vectorizer__norm=l1, vectorizer__stop_words=None, vectorizer__tokenizer=<function spacy_tokenizer at 0x7fd06a8ef790>;, score=0.364 total time=   8.0s
[CV 4/5] END classifier__estimator=LogisticRegression(), classifier__estimator__max_iter=50, classifier__estimator__penalty=l2, vectorizer__max_df=1.0, vectorizer__norm=l2, vectorizer__stop_words=None, vectorizer__tokenizer=<function spacy_tokenizer at 0x7fd06a8ef790>;, score=0.258 total time=  10.7s
[CV 3/5] END classifier__estimator=LogisticRegression(), classifier__estimator__max_iter=50, classifier__estimator__penalty=l1, vectorizer__max_df=1.0, vectorizer__norm=l1, vectorizer__stop_words=None, vectorizer__tokenizer=<function spacy_tokenizer at 0x7fd06a8ef790>;, score=nan total time=   7.4s
[CV 1/5] END classifier__estimator=LogisticRegression(), classifier__estimator__max_iter=80, classifier__estimator__penalty=l2, vectorizer__max_df=1.0, vectorizer__norm=l1, vectorizer__stop_words=None, vectorizer__tokenizer=<function spacy_tokenizer at 0x7fd04f01bf70>;, score=0.364 total time=   9.9s
[CV 4/5] END classifier__estimator=LogisticRegression(), classifier__estimator__max_iter=80, classifier__estimator__penalty=l2, vectorizer__max_df=1.0, vectorizer__norm=l2, vectorizer__stop_words=None, vectorizer__tokenizer=<function spacy_tokenizer at 0x7fd06a13e940>;, score=0.258 total time=   9.8s
[CV 2/5] END classifier__estimator=LogisticRegression(), classifier__estimator__max_iter=80, classifier__estimator__penalty=elasticnet, vectorizer__max_df=1.0, vectorizer__norm=l2, vectorizer__stop_words=None, vectorizer__tokenizer=<function spacy_tokenizer at 0x7fd04d130940>;, score=nan total time=  11.2s
[CV 5/5] END classifier__estimator=LogisticRegression(), classifier__estimator__max_iter=80, classifier__estimator__penalty=l1, vectorizer__max_df=1.0, vectorizer__norm=l1, vectorizer__stop_words=None, vectorizer__tokenizer=<function spacy_tokenizer at 0x7fd06a13e790>;, score=nan total time=   7.7s
[CV 3/5] END classifier__estimator=SVC(), vectorizer__max_df=1.0, vectorizer__norm=l1, vectorizer__stop_words=None, vectorizer__tokenizer=<function spacy_tokenizer at 0x7fd04d130af0>;, score=0.348 total time=   8.2s
[CV 1/5] END classifier__estimator=RandomForestClassifier(), vectorizer__max_df=1.0, vectorizer__norm=l1, vectorizer__stop_words=None, vectorizer__tokenizer=<function spacy_tokenizer at 0x7fd04d130ee0>;, score=0.364 total time=   8.9s
[CV 4/5] END classifier__estimator=RandomForestClassifier(), vectorizer__max_df=1.0, vectorizer__norm=l2, vectorizer__stop_words=None, vectorizer__tokenizer=<function spacy_tokenizer at 0x7fd04ed6e430>;, score=0.288 total time=   6.5s